数据故事¶

该数据来源数据世界并参考世界卫生组织通过世界地图的颜色比较了男性和女性之间这些疾病的患病率及探讨其原因。综上所述，我们发现在大多数国家中，这种疾病在女性中比在男性中更为常见。且发达国家和地区患心理健康疾病的比例也比欠发达的国家和地区高，且患病原因有待探讨。

import pandas as pd
df = pd.read_csv("mental.csv")

df

df.Country

0                       Afghanistan
1                           Albania
2                           Algeria
3                    American Samoa
4              Andean Latin America
5                           Andorra
6                            Angola
7               Antigua and Barbuda
8                         Argentina
9                           Armenia
10                      Australasia
11                        Australia
12                          Austria
13                       Azerbaijan
14                          Bahamas
15                          Bahrain
16                       Bangladesh
17                         Barbados
18                          Belarus
19                          Belgium
20                           Belize
21                            Benin
22                          Bermuda
23                           Bhutan
24                          Bolivia
25           Bosnia and Herzegovina
26                         Botswana
27                           Brazil
28                           Brunei
29                         Bulgaria
                   ...             
201                          Taiwan
202                      Tajikistan
203                        Tanzania
204                        Thailand
205                           Timor
206                            Togo
207                           Tonga
208             Trinidad and Tobago
209          Tropical Latin America
210                         Tunisia
211                          Turkey
212                    Turkmenistan
213                          Uganda
214                         Ukraine
215            United Arab Emirates
216                  United Kingdom
217                   United States
218    United States Virgin Islands
219                         Uruguay
220                      Uzbekistan
221                         Vanuatu
222                       Venezuela
223                         Vietnam
224                           Wales
225                  Western Europe
226      Western Sub-Saharan Africa
227                           World
228                           Yemen
229                          Zambia
230                        Zimbabwe
Name: Country, Length: 231, dtype: object

df.females

0      16.963023
1      11.043173
2      15.011597
3      11.004269
4      12.787111
5      15.861840
6      12.322946
7      13.392391
8      17.598748
9      10.574900
10     19.354329
11     19.216194
12     15.600716
13     10.416485
14     13.491201
15     14.816274
16     13.289032
17     13.602635
18     12.081957
19     15.653381
20     13.472870
21     11.693028
22     13.902880
23     12.241409
24     13.311968
25     11.091413
26     12.127932
27     15.792622
28     11.743905
29     11.374022
         ...    
201    11.338834
202    10.659094
203    12.857774
204    11.578325
205    12.164470
206    11.644117
207    11.120704
208    14.133760
209    15.780627
210    15.465274
211    14.355624
212    10.613201
213    13.790202
214    11.993509
215    12.977993
216    15.216455
217    18.347446
218    13.892177
219    17.557468
220    10.625033
221    11.318353
222    11.003374
223    10.346828
224    15.248820
225    16.669722
226    11.802223
227    13.245729
228    16.296067
229    12.528861
230    10.740696
Name: females, Length: 231, dtype: float64

df.males

0      16.674168
1      10.646518
2      14.063803
3      10.687930
4      11.973561
5      13.610023
6      12.436696
7      13.008220
8      13.698439
9      10.679067
10     17.426564
11     17.468624
12     13.064812
13     10.361989
14     13.153293
15     13.914962
16     11.611247
17     13.461973
18     11.972856
19     14.329592
20     13.388840
21     11.889258
22     13.511998
23     11.614106
24     12.167645
25     10.809952
26     12.967178
27     13.092926
28     11.163510
29     11.055337
         ...    
201    11.624662
202    10.649450
203    11.855598
204    11.918767
205    11.094804
206    11.846319
207    10.756314
208    13.899191
209    13.087586
210    15.052460
211    14.196733
212    10.608665
213    12.976859
214    12.075127
215    12.324823
216    14.033962
217    16.263874
218    13.632595
219    13.775042
220    10.731370
221    11.085659
222    11.181886
223     8.988939
224    13.805811
225    13.861182
226    11.801576
227    12.581199
228    15.514807
229    12.047292
230    12.561063
Name: males, Length: 231, dtype: float64

各国男性心理健康障碍患病率 = list(zip(list(df.Country),list(df.males)))
print(各国男性心理健康障碍患病率)

[('Afghanistan', 16.67416817), ('Albania', 10.64651811), ('Algeria', 14.06380308), ('American Samoa', 10.68793033), ('Andean Latin America', 11.97356068), ('Andorra', 13.61002276), ('Angola', 12.43669585), ('Antigua and Barbuda', 13.00821952), ('Argentina', 13.69843913), ('Armenia', 10.67906688), ('Australasia', 17.42656401), ('Australia', 17.46862358), ('Austria', 13.06481225), ('Azerbaijan', 10.36198933), ('Bahamas', 13.15329281), ('Bahrain', 13.91496228), ('Bangladesh', 11.61124711), ('Barbados', 13.46197286), ('Belarus', 11.97285592), ('Belgium', 14.32959246), ('Belize', 13.38883967), ('Benin', 11.88925815), ('Bermuda', 13.51199818), ('Bhutan', 11.614105699999998), ('Bolivia', 12.16764512), ('Bosnia and Herzegovina', 10.8099522), ('Botswana', 12.967178), ('Brazil', 13.09292581), ('Brunei', 11.16350955), ('Bulgaria', 11.05533664), ('Burkina Faso', 11.99977992), ('Burundi', 12.52197071), ('Cambodia', 11.00569858), ('Cameroon', 11.86670138), ('Canada', 15.28562543), ('Cape Verde', 12.75501296), ('Caribbean', 13.47520411), ('Central African Republic', 12.85362372), ('Central Asia', 10.8029663), ('Central Europe', 11.02671844), ('Central Europe, Eastern Europe, and Central Asia', 11.31505007), ('Central Latin America', 10.56520024), ('Central Sub-Saharan Africa', 12.56184524), ('Chad', 12.04486783), ('Chile', 13.967695), ('China', 11.35249761), ('Colombia', 10.43344509), ('Comoros', 11.85924207), ('Congo', 12.31508087), ('Costa Rica', 11.00603676), ("Cote d'Ivoire", 11.64569968), ('Croatia', 11.36712535), ('Cuba', 13.97620114), ('Cyprus', 13.09818835), ('Czech Republic', 11.27347261), ('Democratic Republic of Congo', 12.60708532), ('Denmark', 13.28569218), ('Djibouti', 12.24017226), ('Dominica', 13.19952446), ('Dominican Republic', 13.29665253), ('East Asia', 11.36693767), ('Eastern Europe', 11.73492916), ('Eastern Sub-Saharan Africa', 12.27593371), ('Ecuador', 12.38856483), ('Egypt', 14.29446933), ('El Salvador', 10.78907826), ('England', 14.03463551), ('Equatorial Guinea', 12.43594893), ('Eritrea', 12.37119592), ('Estonia', 11.80539473), ('Ethiopia', 12.53710899), ('Fiji', 10.95245987), ('Finland', 14.58086006), ('France', 14.25309767), ('Gabon', 12.506091), ('Gambia', 11.60140376), ('Georgia', 10.76457749), ('Germany', 13.17717679), ('Ghana', 11.73997671), ('Greece', 14.0109792), ('Greenland', 16.66093702), ('Grenada', 13.39275462), ('Guam', 11.36081544), ('Guatemala', 10.87408272), ('Guinea', 11.62885985), ('Guinea-Bissau', 11.65543595), ('Guyana', 14.17509458), ('Haiti', 13.20468727), ('High SDI', 14.08900942), ('High-income', 14.45598174), ('High-income Asia Pacific', 12.05491117), ('High-middle SDI', 12.29541915), ('Honduras', 10.52434945), ('Hungary', 11.197610800000001), ('Iceland', 13.08986919), ('India', 14.45885164), ('Indonesia', 10.15248794), ('Iran', 17.05942369), ('Iraq', 12.53082199), ('Ireland', 14.41110801), ('Israel', 12.31986302), ('Italy', 13.657126199999999), ('Jamaica', 13.12333348), ('Japan', 12.56811524), ('Jordan', 13.9798924), ('Kazakhstan', 11.20393598), ('Kenya', 11.93529175), ('Kiribati', 11.2850625), ('Kuwait', 13.65292554), ('Kyrgyzstan', 10.997480099999999), ('Laos', 11.61248718), ('Latin America and Caribbean', 11.91924202), ('Latvia', 11.64982837), ('Lebanon', 15.09501885), ('Lesotho', 14.14159748), ('Liberia', 11.42404899), ('Libya', 14.17841664), ('Lithuania', 12.0622496), ('Low SDI', 13.44856223), ('Low-middle SDI', 13.02148124), ('Luxembourg', 13.40541934), ('Macedonia', 10.80843731), ('Madagascar', 12.19106951), ('Malawi', 11.922353999999999), ('Malaysia', 11.45581441), ('Maldives', 10.65300923), ('Mali', 11.31907313), ('Malta', 13.25747182), ('Marshall Islands', 11.03854769), ('Mauritania', 11.62124395), ('Mauritius', 10.82834539), ('Mexico', 10.39246595), ('Micronesia (country)', 11.08075622), ('Middle SDI', 11.61658385), ('Moldova', 11.52270092), ('Mongolia', 11.25406267), ('Montenegro', 10.99517127), ('Morocco', 15.47840828), ('Mozambique', 12.32834321), ('Myanmar', 10.17073899), ('Namibia', 12.73008843), ('Nepal', 12.52838711), ('Netherlands', 14.63224271), ('New Zealand', 17.18089865), ('Nicaragua', 10.88790481), ('Niger', 12.09100472), ('Nigeria', 11.83557218), ('North Africa and Middle East', 14.7801783), ('North America', 16.16828833), ('North Korea', 11.91595804), ('Northern Ireland', 15.97895436), ('Northern Mariana Islands', 11.068200099999999), ('Norway', 14.80513401), ('Oceania', 11.13128848), ('Oman', 13.46183451), ('Pakistan', 11.52209368), ('Palestine', 15.70642814), ('Panama', 10.70246104), ('Papua New Guinea', 11.15925308), ('Paraguay', 12.95005176), ('Peru', 11.71555393), ('Philippines', 10.39104478), ('Poland', 11.06641284), ('Portugal', 13.91262674), ('Puerto Rico', 13.61382087), ('Qatar', 13.59611741), ('Romania', 10.77483797), ('Russia', 11.61144037), ('Rwanda', 12.04162058), ('Saint Lucia', 13.48582736), ('Saint Vincent and the Grenadines', 13.474190599999998), ('Samoa', 10.85143129), ('Sao Tome and Principe', 11.41433574), ('Saudi Arabia', 13.25645543), ('Scotland', 13.44656424), ('Senegal', 11.69102167), ('Serbia', 11.01673013), ('Seychelles', 10.52810266), ('Sierra Leone', 11.68906926), ('Singapore', 12.0350557), ('Slovakia', 10.89585216), ('Slovenia', 11.33071529), ('Solomon Islands', 11.229545199999999), ('Somalia', 12.5931244), ('South Africa', 12.75893546), ('South Asia', 13.83438991), ('South Korea', 11.06356522), ('South Sudan', 11.85204781), ('Southeast Asia', 10.33147405), ('Southeast Asia, East Asia, and Oceania', 11.00054655), ('Southern Latin America', 13.77690148), ('Southern Sub-Saharan Africa', 12.76207642), ('Spain', 14.45882611), ('Sri Lanka', 11.15209358), ('Sub-Saharan Africa', 12.14966965), ('Sudan', 15.92035535), ('Suriname', 14.03425226), ('Swaziland', 13.06597094), ('Sweden', 14.04922185), ('Switzerland', 13.5581555), ('Syria', 14.45703852), ('Taiwan', 11.62466188), ('Tajikistan', 10.64944954), ('Tanzania', 11.85559758), ('Thailand', 11.91876723), ('Timor', 11.09480421), ('Togo', 11.84631867), ('Tonga', 10.75631418), ('Trinidad and Tobago', 13.89919098), ('Tropical Latin America', 13.087585800000001), ('Tunisia', 15.05246048), ('Turkey', 14.19673292), ('Turkmenistan', 10.60866465), ('Uganda', 12.97685878), ('Ukraine', 12.07512714), ('United Arab Emirates', 12.32482273), ('United Kingdom', 14.033961699999999), ('United States', 16.26387429), ('United States Virgin Islands', 13.63259525), ('Uruguay', 13.77504167), ('Uzbekistan', 10.73137001), ('Vanuatu', 11.08565901), ('Venezuela', 11.18188559), ('Vietnam', 8.988939185), ('Wales', 13.80581111), ('Western Europe', 13.86118205), ('Western Sub-Saharan Africa', 11.80157631), ('World', 12.58119894), ('Yemen', 15.51480665), ('Zambia', 12.04729227), ('Zimbabwe', 12.56106349)]

a=list(df.Country.values)
a

['Afghanistan',
 'Albania',
 'Algeria',
 'American Samoa',
 'Andean Latin America',
 'Andorra',
 'Angola',
 'Antigua and Barbuda',
 'Argentina',
 'Armenia',
 'Australasia',
 'Australia',
 'Austria',
 'Azerbaijan',
 'Bahamas',
 'Bahrain',
 'Bangladesh',
 'Barbados',
 'Belarus',
 'Belgium',
 'Belize',
 'Benin',
 'Bermuda',
 'Bhutan',
 'Bolivia',
 'Bosnia and Herzegovina',
 'Botswana',
 'Brazil',
 'Brunei',
 'Bulgaria',
 'Burkina Faso',
 'Burundi',
 'Cambodia',
 'Cameroon',
 'Canada',
 'Cape Verde',
 'Caribbean',
 'Central African Republic',
 'Central Asia',
 'Central Europe',
 'Central Europe, Eastern Europe, and Central Asia',
 'Central Latin America',
 'Central Sub-Saharan Africa',
 'Chad',
 'Chile',
 'China',
 'Colombia',
 'Comoros',
 'Congo',
 'Costa Rica',
 "Cote d'Ivoire",
 'Croatia',
 'Cuba',
 'Cyprus',
 'Czech Republic',
 'Democratic Republic of Congo',
 'Denmark',
 'Djibouti',
 'Dominica',
 'Dominican Republic',
 'East Asia',
 'Eastern Europe',
 'Eastern Sub-Saharan Africa',
 'Ecuador',
 'Egypt',
 'El Salvador',
 'England',
 'Equatorial Guinea',
 'Eritrea',
 'Estonia',
 'Ethiopia',
 'Fiji',
 'Finland',
 'France',
 'Gabon',
 'Gambia',
 'Georgia',
 'Germany',
 'Ghana',
 'Greece',
 'Greenland',
 'Grenada',
 'Guam',
 'Guatemala',
 'Guinea',
 'Guinea-Bissau',
 'Guyana',
 'Haiti',
 'High SDI',
 'High-income',
 'High-income Asia Pacific',
 'High-middle SDI',
 'Honduras',
 'Hungary',
 'Iceland',
 'India',
 'Indonesia',
 'Iran',
 'Iraq',
 'Ireland',
 'Israel',
 'Italy',
 'Jamaica',
 'Japan',
 'Jordan',
 'Kazakhstan',
 'Kenya',
 'Kiribati',
 'Kuwait',
 'Kyrgyzstan',
 'Laos',
 'Latin America and Caribbean',
 'Latvia',
 'Lebanon',
 'Lesotho',
 'Liberia',
 'Libya',
 'Lithuania',
 'Low SDI',
 'Low-middle SDI',
 'Luxembourg',
 'Macedonia',
 'Madagascar',
 'Malawi',
 'Malaysia',
 'Maldives',
 'Mali',
 'Malta',
 'Marshall Islands',
 'Mauritania',
 'Mauritius',
 'Mexico',
 'Micronesia (country)',
 'Middle SDI',
 'Moldova',
 'Mongolia',
 'Montenegro',
 'Morocco',
 'Mozambique',
 'Myanmar',
 'Namibia',
 'Nepal',
 'Netherlands',
 'New Zealand',
 'Nicaragua',
 'Niger',
 'Nigeria',
 'North Africa and Middle East',
 'North America',
 'North Korea',
 'Northern Ireland',
 'Northern Mariana Islands',
 'Norway',
 'Oceania',
 'Oman',
 'Pakistan',
 'Palestine',
 'Panama',
 'Papua New Guinea',
 'Paraguay',
 'Peru',
 'Philippines',
 'Poland',
 'Portugal',
 'Puerto Rico',
 'Qatar',
 'Romania',
 'Russia',
 'Rwanda',
 'Saint Lucia',
 'Saint Vincent and the Grenadines',
 'Samoa',
 'Sao Tome and Principe',
 'Saudi Arabia',
 'Scotland',
 'Senegal',
 'Serbia',
 'Seychelles',
 'Sierra Leone',
 'Singapore',
 'Slovakia',
 'Slovenia',
 'Solomon Islands',
 'Somalia',
 'South Africa',
 'South Asia',
 'South Korea',
 'South Sudan',
 'Southeast Asia',
 'Southeast Asia, East Asia, and Oceania',
 'Southern Latin America',
 'Southern Sub-Saharan Africa',
 'Spain',
 'Sri Lanka',
 'Sub-Saharan Africa',
 'Sudan',
 'Suriname',
 'Swaziland',
 'Sweden',
 'Switzerland',
 'Syria',
 'Taiwan',
 'Tajikistan',
 'Tanzania',
 'Thailand',
 'Timor',
 'Togo',
 'Tonga',
 'Trinidad and Tobago',
 'Tropical Latin America',
 'Tunisia',
 'Turkey',
 'Turkmenistan',
 'Uganda',
 'Ukraine',
 'United Arab Emirates',
 'United Kingdom',
 'United States',
 'United States Virgin Islands',
 'Uruguay',
 'Uzbekistan',
 'Vanuatu',
 'Venezuela',
 'Vietnam',
 'Wales',
 'Western Europe',
 'Western Sub-Saharan Africa',
 'World',
 'Yemen',
 'Zambia',
 'Zimbabwe']

d=list(df.males.values)
d

[16.67416817,
 10.64651811,
 14.06380308,
 10.68793033,
 11.97356068,
 13.61002276,
 12.43669585,
 13.00821952,
 13.69843913,
 10.67906688,
 17.42656401,
 17.46862358,
 13.06481225,
 10.36198933,
 13.15329281,
 13.91496228,
 11.61124711,
 13.46197286,
 11.97285592,
 14.32959246,
 13.38883967,
 11.88925815,
 13.51199818,
 11.614105699999998,
 12.16764512,
 10.8099522,
 12.967178,
 13.09292581,
 11.16350955,
 11.05533664,
 11.99977992,
 12.52197071,
 11.00569858,
 11.86670138,
 15.28562543,
 12.75501296,
 13.47520411,
 12.85362372,
 10.8029663,
 11.02671844,
 11.31505007,
 10.56520024,
 12.56184524,
 12.04486783,
 13.967695,
 11.35249761,
 10.43344509,
 11.85924207,
 12.31508087,
 11.00603676,
 11.64569968,
 11.36712535,
 13.97620114,
 13.09818835,
 11.27347261,
 12.60708532,
 13.28569218,
 12.24017226,
 13.19952446,
 13.29665253,
 11.36693767,
 11.73492916,
 12.27593371,
 12.38856483,
 14.29446933,
 10.78907826,
 14.03463551,
 12.43594893,
 12.37119592,
 11.80539473,
 12.53710899,
 10.95245987,
 14.58086006,
 14.25309767,
 12.506091,
 11.60140376,
 10.76457749,
 13.17717679,
 11.73997671,
 14.0109792,
 16.66093702,
 13.39275462,
 11.36081544,
 10.87408272,
 11.62885985,
 11.65543595,
 14.17509458,
 13.20468727,
 14.08900942,
 14.45598174,
 12.05491117,
 12.29541915,
 10.52434945,
 11.197610800000001,
 13.08986919,
 14.45885164,
 10.15248794,
 17.05942369,
 12.53082199,
 14.41110801,
 12.31986302,
 13.657126199999999,
 13.12333348,
 12.56811524,
 13.9798924,
 11.20393598,
 11.93529175,
 11.2850625,
 13.65292554,
 10.997480099999999,
 11.61248718,
 11.91924202,
 11.64982837,
 15.09501885,
 14.14159748,
 11.42404899,
 14.17841664,
 12.0622496,
 13.44856223,
 13.02148124,
 13.40541934,
 10.80843731,
 12.19106951,
 11.922353999999999,
 11.45581441,
 10.65300923,
 11.31907313,
 13.25747182,
 11.03854769,
 11.62124395,
 10.82834539,
 10.39246595,
 11.08075622,
 11.61658385,
 11.52270092,
 11.25406267,
 10.99517127,
 15.47840828,
 12.32834321,
 10.17073899,
 12.73008843,
 12.52838711,
 14.63224271,
 17.18089865,
 10.88790481,
 12.09100472,
 11.83557218,
 14.7801783,
 16.16828833,
 11.91595804,
 15.97895436,
 11.068200099999999,
 14.80513401,
 11.13128848,
 13.46183451,
 11.52209368,
 15.70642814,
 10.70246104,
 11.15925308,
 12.95005176,
 11.71555393,
 10.39104478,
 11.06641284,
 13.91262674,
 13.61382087,
 13.59611741,
 10.77483797,
 11.61144037,
 12.04162058,
 13.48582736,
 13.474190599999998,
 10.85143129,
 11.41433574,
 13.25645543,
 13.44656424,
 11.69102167,
 11.01673013,
 10.52810266,
 11.68906926,
 12.0350557,
 10.89585216,
 11.33071529,
 11.229545199999999,
 12.5931244,
 12.75893546,
 13.83438991,
 11.06356522,
 11.85204781,
 10.33147405,
 11.00054655,
 13.77690148,
 12.76207642,
 14.45882611,
 11.15209358,
 12.14966965,
 15.92035535,
 14.03425226,
 13.06597094,
 14.04922185,
 13.5581555,
 14.45703852,
 11.62466188,
 10.64944954,
 11.85559758,
 11.91876723,
 11.09480421,
 11.84631867,
 10.75631418,
 13.89919098,
 13.087585800000001,
 15.05246048,
 14.19673292,
 10.60866465,
 12.97685878,
 12.07512714,
 12.32482273,
 14.033961699999999,
 16.26387429,
 13.63259525,
 13.77504167,
 10.73137001,
 11.08565901,
 11.18188559,
 8.988939185,
 13.80581111,
 13.86118205,
 11.80157631,
 12.58119894,
 15.51480665,
 12.04729227,
 12.56106349]

from pyecharts.faker import Faker
from pyecharts import options as opts
from pyecharts.charts import Scatter

def scatter_visualmap_color() -> Scatter:
    c = (
        Scatter()
        .add_xaxis(a)
        .add_yaxis("各国男性患病率",d)
        .set_global_opts(
            title_opts=opts.TitleOpts(title="各国男性患病率"),
            visualmap_opts=opts.VisualMapOpts(min_=10,max_=20),
        )
    )
    return c

男性患病率= scatter_visualmap_color()
男性患病率.render_notebook()

b=list(df.females.values)
b

[16.96302255,
 11.04317255,
 15.01159706,
 11.00426893,
 12.78711135,
 15.86184049,
 12.32294585,
 13.39239094,
 17.59874775,
 10.57489953,
 19.35432947,
 19.21619405,
 15.60071603,
 10.41648516,
 13.49120068,
 14.81627383,
 13.28903163,
 13.6026348,
 12.08195744,
 15.65338106,
 13.47286976,
 11.693028199999999,
 13.90287959,
 12.24140941,
 13.31196751,
 11.09141289,
 12.12793237,
 15.79262155,
 11.74390488,
 11.37402183,
 11.69866487,
 13.31775657,
 11.86483359,
 11.75166617,
 15.67775188,
 11.94527944,
 13.83525884,
 12.52543399,
 10.74032131,
 11.07793467,
 11.35330022,
 10.87214112,
 12.334849499999999,
 12.13279508,
 18.03206451,
 11.349312699999999,
 9.632960357,
 12.69160245,
 12.24803579,
 11.063826400000002,
 11.36639947,
 11.47753656,
 14.17651035,
 15.31440481,
 11.35739402,
 12.338106100000001,
 15.22011944,
 12.93323532,
 13.36071525,
 13.77695698,
 11.35417594,
 11.77542009,
 13.03665488,
 13.17278014,
 14.85395534,
 11.16447313,
 15.11067396,
 12.39682448,
 13.15261887,
 12.09143264,
 13.13708633,
 11.26542022,
 15.17243141,
 18.31508867,
 12.11815789,
 12.89069875,
 10.62417976,
 17.10398727,
 11.26053647,
 16.94804923,
 18.84740954,
 13.39492198,
 11.38931274,
 11.38034381,
 11.66951167,
 11.74603891,
 14.81224657,
 13.66708124,
 15.76582463,
 16.58878473,
 12.26919107,
 12.92406777,
 10.84039681,
 11.49333065,
 15.32941138,
 14.57455363,
 11.0848362,
 18.37477299,
 14.88806445,
 16.71311162,
 13.06232688,
 16.03737831,
 13.37008289,
 12.12948742,
 14.80317577,
 11.12340044,
 12.65522997,
 11.34281384,
 14.84669463,
 10.90026083,
 12.38845661,
 13.20807069,
 11.46447251,
 16.69713438,
 13.88127814,
 12.71138902,
 15.01543172,
 12.15796108,
 13.71076578,
 13.51480553,
 15.83891198,
 11.14472764,
 12.955444199999999,
 12.62239116,
 12.86586099,
 11.6660741,
 11.13135319,
 15.44068507,
 11.26795078,
 11.02407465,
 11.77589263,
 11.27734572,
 11.27620695,
 12.05362494,
 11.47204216,
 11.10974161,
 11.36457134,
 16.83955197,
 13.03402798,
 10.75678611,
 11.47981766,
 13.00299634,
 17.39198137,
 20.07796042,
 11.00770166,
 11.98280649,
 12.03532903,
 15.76453694,
 18.0854826,
 11.63719877,
 18.45449437,
 11.00313247,
 17.44120257,
 11.42883974,
 14.48148729,
 12.428950500000001,
 16.09246773,
 10.84318046,
 11.46752376,
 15.41172376,
 12.42968215,
 11.21610424,
 10.82358254,
 16.54852173,
 13.50608769,
 14.70538057,
 10.80038069,
 11.68737421,
 13.206261600000001,
 13.51260182,
 13.38006202,
 11.08998763,
 11.2637118,
 14.32870148,
 15.09166848,
 11.24629095,
 11.30709206,
 11.073687300000001,
 11.79165668,
 12.81709577,
 11.1766752,
 11.73401618,
 11.50176167,
 13.43980578,
 12.69554577,
 14.14478189,
 12.55000474,
 12.86651345,
 11.16085472,
 11.3252282,
 17.71580083,
 12.31743926,
 17.80454817,
 11.74478956,
 12.3589356,
 16.21379206,
 14.68237175,
 12.000217999999998,
 17.05990517,
 16.11898788,
 15.1725894,
 11.3388338,
 10.65909441,
 12.85777367,
 11.57832474,
 12.16446983,
 11.64411736,
 11.12070429,
 14.13376015,
 15.78062659,
 15.46527405,
 14.35562438,
 10.6132007,
 13.79020212,
 11.99350866,
 12.97799316,
 15.21645503,
 18.34744604,
 13.89217659,
 17.55746782,
 10.62503286,
 11.31835322,
 11.00337382,
 10.34682823,
 15.24882039,
 16.66972185,
 11.80222319,
 13.24572917,
 16.29606734,
 12.52886108,
 10.74069569]

def scatter_visualmap_color() -> Scatter:
    c = (
        Scatter()
        .add_xaxis(a)
        .add_yaxis("各国女性患病率",b)
        .set_global_opts(
            title_opts=opts.TitleOpts(title="各国女性患病率"),
            visualmap_opts=opts.VisualMapOpts(min_=10,max_=20),
        )
    )
    return c

女性患病率= scatter_visualmap_color()
女性患病率.render_notebook()

由男女性心理健康患病率的散点图对比分析可知，男性的患病率集中在10%-15%之间，最高的比例也未超过18%；而女性的患病率多集中在11%-17%之间，且最高的患病比例已超过20%，可见这种疾病在女性中比在男性中更为常见。这与女性在社会中所处地位较低，心理和生理健康都比男性要脆弱，社会上应对女性的心理健康提供更多的保障。¶

2014年-2017年世界男女性心理健康患病率图¶

df = pd.read_csv('country_males.csv',encoding='gbk')

df

for i in range(2014,2018):
    print(list(zip(list(df.Country),list(df["{}年".format(i)]))))

[('Afghanistan', 16.75306774), ('Albania', 10.64834484), ('Algeria', 14.04073325), ('American Samoa', 10.69217484), ('Andean Latin America', 11.96058294), ('Andorra', 13.60445701), ('Angola', 12.43216273), ('Antigua and Barbuda', 12.98571441), ('Argentina', 13.693613099999999), ('Armenia', 10.66846575), ('Australasia', 17.48244379), ('Australia', 17.5417157), ('Austria', 13.0569209), ('Azerbaijan', 10.34606519), ('Bahamas', 13.13987283), ('Bahrain', 13.93566286), ('Bangladesh', 11.68357749), ('Barbados', 13.4502185), ('Belarus', 11.99055015), ('Belgium', 14.31635168), ('Belize', 13.38060095), ('Benin', 11.89448323), ('Bermuda', 13.51119534), ('Bhutan', 11.61187518), ('Bolivia', 12.15109511), ('Bosnia and Herzegovina', 10.81469116), ('Botswana', 12.96263546), ('Brazil', 13.1376673), ('Brunei', 11.14661798), ('Bulgaria', 11.04946267), ('Burkina Faso', 11.99926023), ('Burundi', 12.51429148), ('Cambodia', 11.09367967), ('Cameroon', 11.86821639), ('Canada', 15.23991322), ('Cape Verde', 12.76697234), ('Caribbean', 13.47537007), ('Central African Republic', 12.84544228), ('Central Asia', 10.81437141), ('Central Europe', 11.02839755), ('Central Europe, Eastern Europe, and Central Asia', 11.32344874), ('Central Latin America', 10.543919800000001), ('Central Sub-Saharan Africa', 12.58834133), ('Chad', 12.06724311), ('Chile', 13.95745981), ('China', 11.39474934), ('Colombia', 10.40575923), ('Comoros', 11.81482608), ('Congo', 12.29624383), ('Costa Rica', 10.99572287), ("Cote d'Ivoire", 11.59835209), ('Croatia', 11.37125952), ('Cuba', 13.9771386), ('Cyprus', 13.08969953), ('Czech Republic', 11.27719677), ('Democratic Republic of Congo', 12.64870278), ('Denmark', 13.30040468), ('Djibouti', 12.22858991), ('Dominica', 13.18481996), ('Dominican Republic', 13.28666083), ('East Asia', 11.40807681), ('Eastern Europe', 11.73588221), ('Eastern Sub-Saharan Africa', 12.30278909), ('Ecuador', 12.35992247), ('Egypt', 14.25407228), ('El Salvador', 10.78078676), ('England', 14.01874982), ('Equatorial Guinea', 12.4083714), ('Eritrea', 12.38025317), ('Estonia', 11.808701300000001), ('Ethiopia', 12.60042613), ('Fiji', 10.9573569), ('Finland', 14.63350269), ('France', 14.25999645), ('Gabon', 12.5006247), ('Gambia', 11.57262031), ('Georgia', 10.75236178), ('Germany', 13.215347400000002), ('Ghana', 11.70245383), ('Greece', 14.05690627), ('Greenland', 16.69531109), ('Grenada', 13.38709916), ('Guam', 11.38634182), ('Guatemala', 10.88260856), ('Guinea', 11.62570707), ('Guinea-Bissau', 11.65574864), ('Guyana', 14.196930300000002), ('Haiti', 13.21063548), ('High SDI', 14.07771203), ('High-income', 14.44867161), ('High-income Asia Pacific', 12.0110742), ('High-middle SDI', 12.30195484), ('Honduras', 10.511519900000001), ('Hungary', 11.19613924), ('Iceland', 13.07430478), ('India', 14.48041012), ('Indonesia', 10.19548517), ('Iran', 17.10515044), ('Iraq', 12.51640219), ('Ireland', 14.41573785), ('Israel', 12.37333434), ('Italy', 13.64377137), ('Jamaica', 13.10665571), ('Japan', 12.50892752), ('Jordan', 13.96355962), ('Kazakhstan', 11.20716643), ('Kenya', 11.94361848), ('Kiribati', 11.30531562), ('Kuwait', 13.617170499999999), ('Kyrgyzstan', 11.01629241), ('Laos', 11.68110429), ('Latin America and Caribbean', 11.93323463), ('Latvia', 11.63982479), ('Lebanon', 15.11374189), ('Lesotho', 14.14745232), ('Liberia', 11.44645072), ('Libya', 14.04713759), ('Lithuania', 12.05136588), ('Low SDI', 13.500414600000001), ('Low-middle SDI', 13.06063975), ('Luxembourg', 13.40093713), ('Macedonia', 10.80468757), ('Madagascar', 12.2000426), ('Malawi', 11.86167603), ('Malaysia', 11.46853908), ('Maldives', 10.68382982), ('Mali', 11.29643857), ('Malta', 13.23622222), ('Marshall Islands', 11.07409863), ('Mauritania', 11.58699221), ('Mauritius', 10.84595366), ('Mexico', 10.36060883), ('Micronesia (country)', 11.11215038), ('Middle SDI', 11.62930786), ('Moldova', 11.53233558), ('Mongolia', 11.27413316), ('Montenegro', 10.99537376), ('Morocco', 15.60313544), ('Mozambique', 12.33140432), ('Myanmar', 10.24095966), ('Namibia', 12.66672308), ('Nepal', 12.61085829), ('Netherlands', 14.64030937), ('New Zealand', 17.15716344), ('Nicaragua', 10.88840003), ('Niger', 12.08067733), ('Nigeria', 11.93993977), ('North Africa and Middle East', 14.78606624), ('North America', 16.17717485), ('North Korea', 11.91165531), ('Northern Ireland', 16.19748175), ('Northern Mariana Islands', 11.08982971), ('Norway', 14.74915644), ('Oceania', 11.18005491), ('Oman', 13.43155902), ('Pakistan', 11.60495993), ('Palestine', 15.82958053), ('Panama', 10.6803106), ('Papua New Guinea', 11.21753766), ('Paraguay', 12.94106664), ('Peru', 11.71187624), ('Philippines', 10.42211416), ('Poland', 11.0754087), ('Portugal', 13.982741699999998), ('Puerto Rico', 13.55617167), ('Qatar', 13.60175173), ('Romania', 10.76559147), ('Russia', 11.60781216), ('Rwanda', 12.01191881), ('Saint Lucia', 13.48585676), ('Saint Vincent and the Grenadines', 13.46445628), ('Samoa', 10.87308504), ('Sao Tome and Principe', 11.40172151), ('Saudi Arabia', 13.23259688), ('Scotland', 13.41587871), ('Senegal', 11.66275244), ('Serbia', 11.02036288), ('Seychelles', 10.55688476), ('Sierra Leone', 11.69887541), ('Singapore', 12.03986959), ('Slovakia', 10.89514031), ('Slovenia', 11.34078163), ('Solomon Islands', 11.28115855), ('Somalia', 12.95510515), ('South Africa', 12.71426357), ('South Asia', 13.87509431), ('South Korea', 11.0387813), ('South Sudan', 11.83744532), ('Southeast Asia', 10.37145833), ('Southeast Asia, East Asia, and Oceania', 11.04283763), ('Southern Latin America', 13.77071268), ('Southern Sub-Saharan Africa', 12.72121549), ('Spain', 14.45260241), ('Sri Lanka', 11.20967914), ('Sub-Saharan Africa', 12.17794106), ('Sudan', 15.90137244), ('Suriname', 14.03628633), ('Swaziland', 13.02198962), ('Sweden', 14.06287004), ('Switzerland', 13.54088115), ('Syria', 14.41073809), ('Taiwan', 11.64085994), ('Tajikistan', 10.67755916), ('Tanzania', 11.83020721), ('Thailand', 11.98569818), ('Timor', 11.16641994), ('Togo', 11.84346511), ('Tonga', 10.76304025), ('Trinidad and Tobago', 13.89966963), ('Tropical Latin America', 13.13117307), ('Tunisia', 15.06321639), ('Turkey', 14.23213201), ('Turkmenistan', 10.59856428), ('Uganda', 13.00878703), ('Ukraine', 12.07977145), ('United Arab Emirates', 12.30670712), ('United Kingdom', 14.02224704), ('United States', 16.27814981), ('United States Virgin Islands', 13.63236669), ('Uruguay', 13.75970288), ('Uzbekistan', 10.75225976), ('Vanuatu', 11.10342852), ('Venezuela', 11.186214199999998), ('Vietnam', 8.966947897), ('Wales', 13.77222513), ('Western Europe', 13.87185874), ('Western Sub-Saharan Africa', 11.84318086), ('World', 12.59527957), ('Yemen', 15.410115900000001), ('Zambia', 11.99408469), ('Zimbabwe', 12.52995425)]
[('Afghanistan', 16.75306774), ('Albania', 10.64834484), ('Algeria', 14.04073325), ('American Samoa', 10.69217484), ('Andean Latin America', 11.96058294), ('Andorra', 13.60445701), ('Angola', 12.43216273), ('Antigua and Barbuda', 12.98571441), ('Argentina', 13.693613099999999), ('Armenia', 10.66846575), ('Australasia', 17.48244379), ('Australia', 17.5417157), ('Austria', 13.0569209), ('Azerbaijan', 10.34606519), ('Bahamas', 13.13987283), ('Bahrain', 13.93566286), ('Bangladesh', 11.68357749), ('Barbados', 13.4502185), ('Belarus', 11.99055015), ('Belgium', 14.31635168), ('Belize', 13.38060095), ('Benin', 11.89448323), ('Bermuda', 13.51119534), ('Bhutan', 11.61187518), ('Bolivia', 12.15109511), ('Bosnia and Herzegovina', 10.81469116), ('Botswana', 12.96263546), ('Brazil', 13.1376673), ('Brunei', 11.14661798), ('Bulgaria', 11.04946267), ('Burkina Faso', 11.99926023), ('Burundi', 12.51429148), ('Cambodia', 11.09367967), ('Cameroon', 11.86821639), ('Canada', 15.23991322), ('Cape Verde', 12.76697234), ('Caribbean', 13.47537007), ('Central African Republic', 12.84544228), ('Central Asia', 10.81437141), ('Central Europe', 11.02839755), ('Central Europe, Eastern Europe, and Central Asia', 11.32344874), ('Central Latin America', 10.543919800000001), ('Central Sub-Saharan Africa', 12.58834133), ('Chad', 12.06724311), ('Chile', 13.95745981), ('China', 11.39474934), ('Colombia', 10.40575923), ('Comoros', 11.81482608), ('Congo', 12.29624383), ('Costa Rica', 10.99572287), ("Cote d'Ivoire", 11.59835209), ('Croatia', 11.37125952), ('Cuba', 13.9771386), ('Cyprus', 13.08969953), ('Czech Republic', 11.27719677), ('Democratic Republic of Congo', 12.64870278), ('Denmark', 13.30040468), ('Djibouti', 12.22858991), ('Dominica', 13.18481996), ('Dominican Republic', 13.28666083), ('East Asia', 11.40807681), ('Eastern Europe', 11.73588221), ('Eastern Sub-Saharan Africa', 12.30278909), ('Ecuador', 12.35992247), ('Egypt', 14.25407228), ('El Salvador', 10.78078676), ('England', 14.01874982), ('Equatorial Guinea', 12.4083714), ('Eritrea', 12.38025317), ('Estonia', 11.808701300000001), ('Ethiopia', 12.60042613), ('Fiji', 10.9573569), ('Finland', 14.63350269), ('France', 14.25999645), ('Gabon', 12.5006247), ('Gambia', 11.57262031), ('Georgia', 10.75236178), ('Germany', 13.215347400000002), ('Ghana', 11.70245383), ('Greece', 14.05690627), ('Greenland', 16.69531109), ('Grenada', 13.38709916), ('Guam', 11.38634182), ('Guatemala', 10.88260856), ('Guinea', 11.62570707), ('Guinea-Bissau', 11.65574864), ('Guyana', 14.196930300000002), ('Haiti', 13.21063548), ('High SDI', 14.07771203), ('High-income', 14.44867161), ('High-income Asia Pacific', 12.0110742), ('High-middle SDI', 12.30195484), ('Honduras', 10.511519900000001), ('Hungary', 11.19613924), ('Iceland', 13.07430478), ('India', 14.48041012), ('Indonesia', 10.19548517), ('Iran', 17.10515044), ('Iraq', 12.51640219), ('Ireland', 14.41573785), ('Israel', 12.37333434), ('Italy', 13.64377137), ('Jamaica', 13.10665571), ('Japan', 12.50892752), ('Jordan', 13.96355962), ('Kazakhstan', 11.20716643), ('Kenya', 11.94361848), ('Kiribati', 11.30531562), ('Kuwait', 13.617170499999999), ('Kyrgyzstan', 11.01629241), ('Laos', 11.68110429), ('Latin America and Caribbean', 11.93323463), ('Latvia', 11.63982479), ('Lebanon', 15.11374189), ('Lesotho', 14.14745232), ('Liberia', 11.44645072), ('Libya', 14.04713759), ('Lithuania', 12.05136588), ('Low SDI', 13.500414600000001), ('Low-middle SDI', 13.06063975), ('Luxembourg', 13.40093713), ('Macedonia', 10.80468757), ('Madagascar', 12.2000426), ('Malawi', 11.86167603), ('Malaysia', 11.46853908), ('Maldives', 10.68382982), ('Mali', 11.29643857), ('Malta', 13.23622222), ('Marshall Islands', 11.07409863), ('Mauritania', 11.58699221), ('Mauritius', 10.84595366), ('Mexico', 10.36060883), ('Micronesia (country)', 11.11215038), ('Middle SDI', 11.62930786), ('Moldova', 11.53233558), ('Mongolia', 11.27413316), ('Montenegro', 10.99537376), ('Morocco', 15.60313544), ('Mozambique', 12.33140432), ('Myanmar', 10.24095966), ('Namibia', 12.66672308), ('Nepal', 12.61085829), ('Netherlands', 14.64030937), ('New Zealand', 17.15716344), ('Nicaragua', 10.88840003), ('Niger', 12.08067733), ('Nigeria', 11.93993977), ('North Africa and Middle East', 14.78606624), ('North America', 16.17717485), ('North Korea', 11.91165531), ('Northern Ireland', 16.19748175), ('Northern Mariana Islands', 11.08982971), ('Norway', 14.74915644), ('Oceania', 11.18005491), ('Oman', 13.43155902), ('Pakistan', 11.60495993), ('Palestine', 15.82958053), ('Panama', 10.6803106), ('Papua New Guinea', 11.21753766), ('Paraguay', 12.94106664), ('Peru', 11.71187624), ('Philippines', 10.42211416), ('Poland', 11.0754087), ('Portugal', 13.982741699999998), ('Puerto Rico', 13.55617167), ('Qatar', 13.60175173), ('Romania', 10.76559147), ('Russia', 11.60781216), ('Rwanda', 12.01191881), ('Saint Lucia', 13.48585676), ('Saint Vincent and the Grenadines', 13.46445628), ('Samoa', 10.87308504), ('Sao Tome and Principe', 11.40172151), ('Saudi Arabia', 13.23259688), ('Scotland', 13.41587871), ('Senegal', 11.66275244), ('Serbia', 11.02036288), ('Seychelles', 10.55688476), ('Sierra Leone', 11.69887541), ('Singapore', 12.03986959), ('Slovakia', 10.89514031), ('Slovenia', 11.34078163), ('Solomon Islands', 11.28115855), ('Somalia', 12.95510515), ('South Africa', 12.71426357), ('South Asia', 13.87509431), ('South Korea', 11.0387813), ('South Sudan', 11.83744532), ('Southeast Asia', 10.37145833), ('Southeast Asia, East Asia, and Oceania', 11.04283763), ('Southern Latin America', 13.77071268), ('Southern Sub-Saharan Africa', 12.72121549), ('Spain', 14.45260241), ('Sri Lanka', 11.20967914), ('Sub-Saharan Africa', 12.17794106), ('Sudan', 15.90137244), ('Suriname', 14.03628633), ('Swaziland', 13.02198962), ('Sweden', 14.06287004), ('Switzerland', 13.54088115), ('Syria', 14.41073809), ('Taiwan', 11.64085994), ('Tajikistan', 10.67755916), ('Tanzania', 11.83020721), ('Thailand', 11.98569818), ('Timor', 11.16641994), ('Togo', 11.84346511), ('Tonga', 10.76304025), ('Trinidad and Tobago', 13.89966963), ('Tropical Latin America', 13.13117307), ('Tunisia', 15.06321639), ('Turkey', 14.23213201), ('Turkmenistan', 10.59856428), ('Uganda', 13.00878703), ('Ukraine', 12.07977145), ('United Arab Emirates', 12.30670712), ('United Kingdom', 14.02224704), ('United States', 16.27814981), ('United States Virgin Islands', 13.63236669), ('Uruguay', 13.75970288), ('Uzbekistan', 10.75225976), ('Vanuatu', 11.10342852), ('Venezuela', 11.186214199999998), ('Vietnam', 8.966947897), ('Wales', 13.77222513), ('Western Europe', 13.87185874), ('Western Sub-Saharan Africa', 11.84318086), ('World', 12.59527957), ('Yemen', 15.410115900000001), ('Zambia', 11.99408469), ('Zimbabwe', 12.52995425)]
[('Afghanistan', 16.71021624), ('Albania', 10.64670602), ('Algeria', 14.05290396), ('American Samoa', 10.69077718), ('Andean Latin America', 11.96637114), ('Andorra', 13.60656022), ('Angola', 12.426484), ('Antigua and Barbuda', 12.99726602), ('Argentina', 13.69433625), ('Armenia', 10.67332526), ('Australasia', 17.4553535), ('Australia', 17.50621383), ('Austria', 13.06199632), ('Azerbaijan', 10.35274919), ('Bahamas', 13.14673746), ('Bahrain', 13.92611012), ('Bangladesh', 11.64727115), ('Barbados', 13.45548259), ('Belarus', 11.98092206), ('Belgium', 14.32078129), ('Belize', 13.38485334), ('Benin', 11.89095728), ('Bermuda', 13.51341424), ('Bhutan', 11.61283902), ('Bolivia', 12.15919313), ('Bosnia and Herzegovina', 10.80790057), ('Botswana', 12.96063443), ('Brazil', 13.11279634), ('Brunei', 11.15647852), ('Bulgaria', 11.05073275), ('Burkina Faso', 11.99943482), ('Burundi', 12.51469666), ('Cambodia', 11.04409964), ('Cameroon', 11.87319041), ('Canada', 15.26142538), ('Cape Verde', 12.76174853), ('Caribbean', 13.4751294), ('Central African Republic', 12.84643674), ('Central Asia', 10.80882975), ('Central Europe', 11.02664849), ('Central Europe, Eastern Europe, and Central Asia', 11.31896693), ('Central Latin America', 10.55389565), ('Central Sub-Saharan Africa', 12.5723606), ('Chad', 12.05418303), ('Chile', 13.96068761), ('China', 11.37474847), ('Colombia', 10.41903223), ('Comoros', 11.83292893), ('Congo', 12.30198471), ('Costa Rica', 11.00020369), ("Cote d'Ivoire", 11.62149345), ('Croatia', 11.36731734), ('Cuba', 13.97813514), ('Cyprus', 13.09046045), ('Czech Republic', 11.27498223), ('Democratic Republic of Congo', 12.62671861), ('Denmark', 13.29127827), ('Djibouti', 12.23065554), ('Dominica', 13.19107443), ('Dominican Republic', 13.29205093), ('East Asia', 11.3886198), ('Eastern Europe', 11.73560382), ('Eastern Sub-Saharan Africa', 12.28903043), ('Ecuador', 12.37284264), ('Egypt', 14.27453957), ('El Salvador', 10.78682587), ('England', 14.02636086), ('Equatorial Guinea', 12.42540335), ('Eritrea', 12.37380081), ('Estonia', 11.80482266), ('Ethiopia', 12.56578118), ('Fiji', 10.95333291), ('Finland', 14.60829983), ('France', 14.253009699999998), ('Gabon', 12.50338776), ('Gambia', 11.58616941), ('Georgia', 10.75639893), ('Germany', 13.19906797), ('Ghana', 11.71799447), ('Greece', 14.03455773), ('Greenland', 16.6784536), ('Grenada', 13.38855308), ('Guam', 11.37310929), ('Guatemala', 10.87614755), ('Guinea', 11.62865492), ('Guinea-Bissau', 11.654402099999999), ('Guyana', 14.18631003), ('Haiti', 13.20732512), ('High SDI', 14.08194781), ('High-income', 14.45048431), ('High-income Asia Pacific', 12.03305726), ('High-middle SDI', 12.29957516), ('Honduras', 10.51690791), ('Hungary', 11.19284117), ('Iceland', 13.0821185), ('India', 14.46786251), ('Indonesia', 10.17136812), ('Iran', 17.08698928), ('Iraq', 12.51800342), ('Ireland', 14.41364021), ('Israel', 12.34369849), ('Italy', 13.64870785), ('Jamaica', 13.11299299), ('Japan', 12.53822497), ('Jordan', 13.96909289), ('Kazakhstan', 11.20301466), ('Kenya', 11.93844827), ('Kiribati', 11.29381122), ('Kuwait', 13.63263518), ('Kyrgyzstan', 11.00487381), ('Laos', 11.64439186), ('Latin America and Caribbean', 11.92486084), ('Latvia', 11.63970031), ('Lebanon', 15.10728679), ('Lesotho', 14.14482549), ('Liberia', 11.44114518), ('Libya', 14.10865909), ('Lithuania', 12.05518755), ('Low SDI', 13.47394634), ('Low-middle SDI', 13.04044523), ('Luxembourg', 13.40468465), ('Macedonia', 10.80539856), ('Madagascar', 12.19733348), ('Malawi', 11.89109074), ('Malaysia', 11.46069666), ('Maldives', 10.66606182), ('Mali', 11.30476882), ('Malta', 13.24287478), ('Marshall Islands', 11.05588738), ('Mauritania', 11.60322931), ('Mauritius', 10.83460462), ('Mexico', 10.37544005), ('Micronesia (country)', 11.09650301), ('Middle SDI', 11.62240304), ('Moldova', 11.52907253), ('Mongolia', 11.264455300000002), ('Montenegro', 10.99210432), ('Morocco', 15.54262384), ('Mozambique', 12.327074099999999), ('Myanmar', 10.20179744), ('Namibia', 12.69502935), ('Nepal', 12.56854261), ('Netherlands', 14.63815524), ('New Zealand', 17.16874807), ('Nicaragua', 10.88917641), ('Niger', 12.08666632), ('Nigeria', 11.89279719), ('North Africa and Middle East', 14.78218023), ('North America', 16.17217286), ('North Korea', 11.91335508), ('Northern Ireland', 16.09485002), ('Northern Mariana Islands', 11.07685271), ('Norway', 14.77511317), ('Oceania', 11.15561182), ('Oman', 13.44591763), ('Pakistan', 11.56252438), ('Palestine', 15.76949414), ('Panama', 10.68732671), ('Papua New Guinea', 11.18836611), ('Paraguay', 12.945650800000001), ('Peru', 11.71297561), ('Philippines', 10.40696226), ('Poland', 11.07101602), ('Portugal', 13.95214945), ('Puerto Rico', 13.58109413), ('Qatar', 13.59618518), ('Romania', 10.76749745), ('Russia', 11.60878055), ('Rwanda', 12.0237121), ('Saint Lucia', 13.48502511), ('Saint Vincent and the Grenadines', 13.46794519), ('Samoa', 10.86303053), ('Sao Tome and Principe', 11.4050218), ('Saudi Arabia', 13.24311077), ('Scotland', 13.42819494), ('Senegal', 11.67646742), ('Serbia', 11.02051544), ('Seychelles', 10.54183826), ('Sierra Leone', 11.69370602), ('Singapore', 12.03461238), ('Slovakia', 10.89688119), ('Slovenia', 11.33363922), ('Solomon Islands', 11.25576984), ('Somalia', 12.79575088), ('South Africa', 12.73524812), ('South Asia', 13.8536071), ('South Korea', 11.05206052), ('South Sudan', 11.84724794), ('Southeast Asia', 10.34918313), ('Southeast Asia, East Asia, and Oceania', 11.02143201), ('Southern Latin America', 13.77201993), ('Southern Sub-Saharan Africa', 12.74048576), ('Spain', 14.4570187), ('Sri Lanka', 11.18459559), ('Sub-Saharan Africa', 12.16416585), ('Sudan', 15.90842158), ('Suriname', 14.03454875), ('Swaziland', 13.04207913), ('Sweden', 14.05489787), ('Switzerland', 13.54252273), ('Syria', 14.43621294), ('Taiwan', 11.63369479), ('Tajikistan', 10.6641759), ('Tanzania', 11.84055573), ('Thailand', 11.95000942), ('Timor', 11.12956259), ('Togo', 11.84510497), ('Tonga', 10.75788618), ('Trinidad and Tobago', 13.89649934), ('Tropical Latin America', 13.10695921), ('Tunisia', 15.05752742), ('Turkey', 14.21616718), ('Turkmenistan', 10.60410194), ('Uganda', 12.99476976), ('Ukraine', 12.0808196), ('United Arab Emirates', 12.31946597), ('United Kingdom', 14.02751681), ('United States', 16.27053323), ('United States Virgin Islands', 13.63250416), ('Uruguay', 13.76256507), ('Uzbekistan', 10.74439015), ('Vanuatu', 11.09505837), ('Venezuela', 11.18449738), ('Vietnam', 8.973220702999999), ('Wales', 13.7840684), ('Western Europe', 13.86446825), ('Western Sub-Saharan Africa', 11.82457751), ('World', 12.58811415), ('Yemen', 15.45847286), ('Zambia', 12.01685488), ('Zimbabwe', 12.54659446)]
[('Afghanistan', 16.67416817), ('Albania', 10.64651811), ('Algeria', 14.06380308), ('American Samoa', 10.68793033), ('Andean Latin America', 11.97356068), ('Andorra', 13.61002276), ('Angola', 12.43669585), ('Antigua and Barbuda', 13.00821952), ('Argentina', 13.69843913), ('Armenia', 10.67906688), ('Australasia', 17.42656401), ('Australia', 17.46862358), ('Austria', 13.06481225), ('Azerbaijan', 10.36198933), ('Bahamas', 13.15329281), ('Bahrain', 13.91496228), ('Bangladesh', 11.61124711), ('Barbados', 13.46197286), ('Belarus', 11.97285592), ('Belgium', 14.32959246), ('Belize', 13.38883967), ('Benin', 11.88925815), ('Bermuda', 13.51199818), ('Bhutan', 11.614105699999998), ('Bolivia', 12.16764512), ('Bosnia and Herzegovina', 10.8099522), ('Botswana', 12.967178), ('Brazil', 13.09292581), ('Brunei', 11.16350955), ('Bulgaria', 11.05533664), ('Burkina Faso', 11.99977992), ('Burundi', 12.52197071), ('Cambodia', 11.00569858), ('Cameroon', 11.86670138), ('Canada', 15.28562543), ('Cape Verde', 12.75501296), ('Caribbean', 13.47520411), ('Central African Republic', 12.85362372), ('Central Asia', 10.8029663), ('Central Europe', 11.02671844), ('Central Europe, Eastern Europe, and Central Asia', 11.31505007), ('Central Latin America', 10.56520024), ('Central Sub-Saharan Africa', 12.56184524), ('Chad', 12.04486783), ('Chile', 13.967695), ('China', 11.35249761), ('Colombia', 10.43344509), ('Comoros', 11.85924207), ('Congo', 12.31508087), ('Costa Rica', 11.00603676), ("Cote d'Ivoire", 11.64569968), ('Croatia', 11.36712535), ('Cuba', 13.97620114), ('Cyprus', 13.09818835), ('Czech Republic', 11.27347261), ('Democratic Republic of Congo', 12.60708532), ('Denmark', 13.28569218), ('Djibouti', 12.24017226), ('Dominica', 13.19952446), ('Dominican Republic', 13.29665253), ('East Asia', 11.36693767), ('Eastern Europe', 11.73492916), ('Eastern Sub-Saharan Africa', 12.27593371), ('Ecuador', 12.38856483), ('Egypt', 14.29446933), ('El Salvador', 10.78907826), ('England', 14.03463551), ('Equatorial Guinea', 12.43594893), ('Eritrea', 12.37119592), ('Estonia', 11.80539473), ('Ethiopia', 12.53710899), ('Fiji', 10.95245987), ('Finland', 14.58086006), ('France', 14.25309767), ('Gabon', 12.506091), ('Gambia', 11.60140376), ('Georgia', 10.76457749), ('Germany', 13.17717679), ('Ghana', 11.73997671), ('Greece', 14.0109792), ('Greenland', 16.66093702), ('Grenada', 13.39275462), ('Guam', 11.36081544), ('Guatemala', 10.87408272), ('Guinea', 11.62885985), ('Guinea-Bissau', 11.65543595), ('Guyana', 14.17509458), ('Haiti', 13.20468727), ('High SDI', 14.08900942), ('High-income', 14.45598174), ('High-income Asia Pacific', 12.05491117), ('High-middle SDI', 12.29541915), ('Honduras', 10.52434945), ('Hungary', 11.197610800000001), ('Iceland', 13.08986919), ('India', 14.45885164), ('Indonesia', 10.15248794), ('Iran', 17.05942369), ('Iraq', 12.53082199), ('Ireland', 14.41110801), ('Israel', 12.31986302), ('Italy', 13.657126199999999), ('Jamaica', 13.12333348), ('Japan', 12.56811524), ('Jordan', 13.9798924), ('Kazakhstan', 11.20393598), ('Kenya', 11.93529175), ('Kiribati', 11.2850625), ('Kuwait', 13.65292554), ('Kyrgyzstan', 10.997480099999999), ('Laos', 11.61248718), ('Latin America and Caribbean', 11.91924202), ('Latvia', 11.64982837), ('Lebanon', 15.09501885), ('Lesotho', 14.14159748), ('Liberia', 11.42404899), ('Libya', 14.17841664), ('Lithuania', 12.0622496), ('Low SDI', 13.44856223), ('Low-middle SDI', 13.02148124), ('Luxembourg', 13.40541934), ('Macedonia', 10.80843731), ('Madagascar', 12.19106951), ('Malawi', 11.922353999999999), ('Malaysia', 11.45581441), ('Maldives', 10.65300923), ('Mali', 11.31907313), ('Malta', 13.25747182), ('Marshall Islands', 11.03854769), ('Mauritania', 11.62124395), ('Mauritius', 10.82834539), ('Mexico', 10.39246595), ('Micronesia (country)', 11.08075622), ('Middle SDI', 11.61658385), ('Moldova', 11.52270092), ('Mongolia', 11.25406267), ('Montenegro', 10.99517127), ('Morocco', 15.47840828), ('Mozambique', 12.32834321), ('Myanmar', 10.17073899), ('Namibia', 12.73008843), ('Nepal', 12.52838711), ('Netherlands', 14.63224271), ('New Zealand', 17.18089865), ('Nicaragua', 10.88790481), ('Niger', 12.09100472), ('Nigeria', 11.83557218), ('North Africa and Middle East', 14.7801783), ('North America', 16.16828833), ('North Korea', 11.91595804), ('Northern Ireland', 15.97895436), ('Northern Mariana Islands', 11.068200099999999), ('Norway', 14.80513401), ('Oceania', 11.13128848), ('Oman', 13.46183451), ('Pakistan', 11.52209368), ('Palestine', 15.70642814), ('Panama', 10.70246104), ('Papua New Guinea', 11.15925308), ('Paraguay', 12.95005176), ('Peru', 11.71555393), ('Philippines', 10.39104478), ('Poland', 11.06641284), ('Portugal', 13.91262674), ('Puerto Rico', 13.61382087), ('Qatar', 13.59611741), ('Romania', 10.77483797), ('Russia', 11.61144037), ('Rwanda', 12.04162058), ('Saint Lucia', 13.48582736), ('Saint Vincent and the Grenadines', 13.474190599999998), ('Samoa', 10.85143129), ('Sao Tome and Principe', 11.41433574), ('Saudi Arabia', 13.25645543), ('Scotland', 13.44656424), ('Senegal', 11.69102167), ('Serbia', 11.01673013), ('Seychelles', 10.52810266), ('Sierra Leone', 11.68906926), ('Singapore', 12.0350557), ('Slovakia', 10.89585216), ('Slovenia', 11.33071529), ('Solomon Islands', 11.229545199999999), ('Somalia', 12.5931244), ('South Africa', 12.75893546), ('South Asia', 13.83438991), ('South Korea', 11.06356522), ('South Sudan', 11.85204781), ('Southeast Asia', 10.33147405), ('Southeast Asia, East Asia, and Oceania', 11.00054655), ('Southern Latin America', 13.77690148), ('Southern Sub-Saharan Africa', 12.76207642), ('Spain', 14.45882611), ('Sri Lanka', 11.15209358), ('Sub-Saharan Africa', 12.14966965), ('Sudan', 15.92035535), ('Suriname', 14.03425226), ('Swaziland', 13.06597094), ('Sweden', 14.04922185), ('Switzerland', 13.5581555), ('Syria', 14.45703852), ('Taiwan', 11.62466188), ('Tajikistan', 10.64944954), ('Tanzania', 11.85559758), ('Thailand', 11.91876723), ('Timor', 11.09480421), ('Togo', 11.84631867), ('Tonga', 10.75631418), ('Trinidad and Tobago', 13.89919098), ('Tropical Latin America', 13.087585800000001), ('Tunisia', 15.05246048), ('Turkey', 14.19673292), ('Turkmenistan', 10.60866465), ('Uganda', 12.97685878), ('Ukraine', 12.07512714), ('United Arab Emirates', 12.32482273), ('United Kingdom', 14.033961699999999), ('United States', 16.26387429), ('United States Virgin Islands', 13.63259525), ('Uruguay', 13.77504167), ('Uzbekistan', 10.73137001), ('Vanuatu', 11.08565901), ('Venezuela', 11.18188559), ('Vietnam', 8.988939185), ('Wales', 13.80581111), ('Western Europe', 13.86118205), ('Western Sub-Saharan Africa', 11.80157631), ('World', 12.58119894), ('Yemen', 15.51480665), ('Zambia', 12.04729227), ('Zimbabwe', 12.56106349)]

import pandas as pd
import numpy as np
from pyecharts.charts import Geo
from pyecharts import options as opts
from pyecharts.globals import ChartType, SymbolType,ThemeType
from pyecharts.charts import Bar,Tab,Line,Map,Timeline

def timeline_map() -> Timeline:
    tl = Timeline()
    for i in range(2014,2018):
        map0 = (
            Map()
            .add(
                "男性患病率",list(zip(list(df.Country),list(df["{}年".format(i)]))),"world",is_map_symbol_show = False
            )
            .set_global_opts(
                title_opts=opts.TitleOpts(title="{}年男性患病率".format(i),subtitle="",
                                          subtitle_textstyle_opts=opts.TextStyleOpts(color="red",font_size=18,font_style="italic")),
                visualmap_opts=opts.VisualMapOpts(min_= 8.96,max_=17.6)
            
            )
        )
        tl.add(map0,"{}年".format(i))
    return tl
timeline_map().render_notebook()

由地图可知2014年-2017年亚洲、俄罗斯及部门南美洲地区的男性心理健康患病率比欧洲、美国、澳洲要低，由此可见发达国家和地区患心理健康疾病的比例也比欠发达的国家和地区高。且四年间的变化率不大，相对于较稳定趋势。¶

df = pd.read_csv('country_females.csv',encoding='gbk')

df

for i in range(2014,2018):
    print(list(zip(list(df.Country),list(df["{}年".format(i)]))))

[('Afghanistan', 17.08556095), ('Albania', 11.06509446), ('Algeria', 14.9801801), ('American Samoa', 11.00785834), ('Andean Latin America', 12.78983672), ('Andorra', 15.8464789), ('Angola', 12.32879173), ('Antigua and Barbuda', 13.36813484), ('Argentina', 17.564053), ('Armenia', 10.54719553), ('Australasia', 19.47148217), ('Australia', 19.35294106), ('Austria', 15.58955485), ('Azerbaijan', 10.36804019), ('Bahamas', 13.4784566), ('Bahrain', 14.85043772), ('Bangladesh', 13.46797023), ('Barbados', 13.59026728), ('Belarus', 12.09826934), ('Belgium', 15.63078606), ('Belize', 13.46159557), ('Benin', 11.68821929), ('Bermuda', 13.91567014), ('Bhutan', 12.20880225), ('Bolivia', 13.34693612), ('Bosnia and Herzegovina', 11.10944104), ('Botswana', 12.13781927), ('Brazil', 16.07338495), ('Brunei', 11.70500608), ('Bulgaria', 11.37909341), ('Burkina Faso', 11.63588453), ('Burundi', 13.30031967), ('Cambodia', 12.01212422), ('Cameroon', 11.76661899), ('Canada', 15.58759443), ('Cape Verde', 11.91864496), ('Caribbean', 13.86154011), ('Central African Republic', 12.53674819), ('Central Asia', 10.74605766), ('Central Europe', 11.08405871), ('Central Europe, Eastern Europe, and Central Asia', 11.35456446), ('Central Latin America', 10.85273094), ('Central Sub-Saharan Africa', 12.37874564), ('Chad', 12.15723494), ('Chile', 17.96308737), ('China', 11.48426535), ('Colombia', 9.632327983), ('Comoros', 12.61376748), ('Congo', 12.33148289), ('Costa Rica', 11.03708169), ("Cote d'Ivoire", 11.28995946), ('Croatia', 11.48264852), ('Cuba', 14.18037979), ('Cyprus', 15.26030381), ('Czech Republic', 11.37163817), ('Democratic Republic of Congo', 12.39542441), ('Denmark', 15.19892891), ('Djibouti', 12.90746703), ('Dominica', 13.32992407), ('Dominican Republic', 13.83403312), ('East Asia', 11.484414), ('Eastern Europe', 11.75255368), ('Eastern Sub-Saharan Africa', 13.05691123), ('Ecuador', 13.15445316), ('Egypt', 14.91369743), ('El Salvador', 11.14779666), ('England', 15.08792628), ('Equatorial Guinea', 12.36468135), ('Eritrea', 13.13257283), ('Estonia', 12.16714119), ('Ethiopia', 13.17492583), ('Fiji', 11.26595207), ('Finland', 15.24382339), ('France', 18.42542302), ('Gabon', 12.12128424), ('Gambia', 12.84794201), ('Georgia', 10.63516604), ('Germany', 17.05964959), ('Ghana', 11.23317079), ('Greece', 17.01410035), ('Greenland', 18.96616248), ('Grenada', 13.38025545), ('Guam', 11.40425186), ('Guatemala', 11.45754852), ('Guinea', 11.67693218), ('Guinea-Bissau', 11.75074964), ('Guyana', 14.89603738), ('Haiti', 13.71900994), ('High SDI', 15.70781801), ('High-income', 16.52843241), ('High-income Asia Pacific', 12.14833066), ('High-middle SDI', 12.973338499999999), ('Honduras', 10.82531736), ('Hungary', 11.465229699999998), ('Iceland', 15.30060223), ('India', 14.58751197), ('Indonesia', 11.15776595), ('Iran', 18.46044898), ('Iraq', 14.82691636), ('Ireland', 16.75541213), ('Israel', 13.23209279), ('Italy', 16.01317492), ('Jamaica', 13.3397345), ('Japan', 12.00794468), ('Jordan', 14.81260653), ('Kazakhstan', 11.11179553), ('Kenya', 12.66404014), ('Kiribati', 11.35497111), ('Kuwait', 14.81970221), ('Kyrgyzstan', 10.91394311), ('Laos', 12.50778588), ('Latin America and Caribbean', 13.32469336), ('Latvia', 11.44992698), ('Lebanon', 16.78971421), ('Lesotho', 13.89377353), ('Liberia', 12.70904868), ('Libya', 14.92395859), ('Lithuania', 12.15313438), ('Low SDI', 13.78173952), ('Low-middle SDI', 13.60106231), ('Luxembourg', 15.82314335), ('Macedonia', 11.15043352), ('Madagascar', 12.94608303), ('Malawi', 12.51908061), ('Malaysia', 12.88767593), ('Maldives', 11.74590044), ('Mali', 11.07997252), ('Malta', 15.36658548), ('Marshall Islands', 11.29662578), ('Mauritania', 10.95288213), ('Mauritius', 11.85798554), ('Mexico', 11.23854226), ('Micronesia (country)', 11.30163585), ('Middle SDI', 12.09021902), ('Moldova', 11.48335119), ('Mongolia', 11.13048797), ('Montenegro', 11.39724837), ('Morocco', 17.0540544), ('Mozambique', 13.02699958), ('Myanmar', 10.85637376), ('Namibia', 11.42149458), ('Nepal', 13.18940849), ('Netherlands', 17.29369285), ('New Zealand', 20.07164768), ('Nicaragua', 11.00113084), ('Niger', 11.97794866), ('Nigeria', 12.31456509), ('North Africa and Middle East', 15.811789000000001), ('North America', 18.0277736), ('North Korea', 11.63529289), ('Northern Ireland', 19.00262748), ('Northern Mariana Islands', 11.007330300000001), ('Norway', 17.29037397), ('Oceania', 11.49313336), ('Oman', 14.44350766), ('Pakistan', 12.45835737), ('Palestine', 16.25876809), ('Panama', 10.79401557), ('Papua New Guinea', 11.54791281), ('Paraguay', 15.40613262), ('Peru', 12.43431439), ('Philippines', 11.273072099999998), ('Poland', 10.8444472), ('Portugal', 16.76627267), ('Puerto Rico', 13.46867686), ('Qatar', 14.68837377), ('Romania', 10.79198582), ('Russia', 11.63744415), ('Rwanda', 13.154594699999999), ('Saint Lucia', 13.49827644), ('Saint Vincent and the Grenadines', 13.37238501), ('Samoa', 11.10760141), ('Sao Tome and Principe', 11.23567579), ('Saudi Arabia', 14.27178571), ('Scotland', 15.08036893), ('Senegal', 11.15388249), ('Serbia', 11.310729400000001), ('Seychelles', 11.08355067), ('Sierra Leone', 11.82458013), ('Singapore', 12.81949454), ('Slovakia', 11.17661205), ('Slovenia', 11.74992431), ('Solomon Islands', 11.56064047), ('Somalia', 13.8338881), ('South Africa', 12.66928916), ('South Asia', 14.18542108), ('South Korea', 12.43937347), ('South Sudan', 12.8319849), ('Southeast Asia', 11.23091253), ('Southeast Asia, East Asia, and Oceania', 11.43873612), ('Southern Latin America', 17.67024528), ('Southern Sub-Saharan Africa', 12.30090412), ('Spain', 17.76147156), ('Sri Lanka', 11.86350377), ('Sub-Saharan Africa', 12.41963738), ('Sudan', 16.21891755), ('Suriname', 14.71018869), ('Swaziland', 11.97373439), ('Sweden', 17.08805091), ('Switzerland', 16.11780089), ('Syria', 15.11277311), ('Taiwan', 11.35265277), ('Tajikistan', 10.68841414), ('Tanzania', 12.8241939), ('Thailand', 11.62240806), ('Timor', 12.28024655), ('Togo', 11.66037037), ('Tonga', 11.137072300000002), ('Trinidad and Tobago', 14.13953557), ('Tropical Latin America', 16.05414877), ('Tunisia', 15.47468194), ('Turkey', 14.42407075), ('Turkmenistan', 10.59813308), ('Uganda', 13.93039659), ('Ukraine', 12.03559817), ('United Arab Emirates', 12.98228907), ('United Kingdom', 15.20981111), ('United States', 18.29373474), ('United States Virgin Islands', 13.92208138), ('Uruguay', 17.46697911), ('Uzbekistan', 10.64206847), ('Vanuatu', 11.33506779), ('Venezuela', 10.99775797), ('Vietnam', 10.41302677), ('Wales', 15.19174013), ('Western Europe', 16.67950296), ('Western Sub-Saharan Africa', 11.91838393), ('World', 13.28823829), ('Yemen', 16.23013339), ('Zambia', 12.42170615), ('Zimbabwe', 10.69857563)]
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15.09687251), ('Equatorial Guinea', 12.37488853), ('Eritrea', 13.13339732), ('Estonia', 12.13682776), ('Ethiopia', 13.15561085), ('Fiji', 11.26756938), ('Finland', 15.22297279), ('France', 18.39346095), ('Gabon', 12.11955986), ('Gambia', 12.85864818), ('Georgia', 10.62895059), ('Germany', 17.07222876), ('Ghana', 11.23945494), ('Greece', 16.99186229), ('Greenland', 18.93264181), ('Grenada', 13.38399649), ('Guam', 11.39938801), ('Guatemala', 11.4283476), ('Guinea', 11.67091734), ('Guinea-Bissau', 11.7506278), ('Guyana', 14.87592012), ('Haiti', 13.70668715), ('High SDI', 15.72408152), ('High-income', 16.54555277), ('High-income Asia Pacific', 12.18656157), ('High-middle SDI', 12.95866274), ('Honduras', 10.82948807), ('Hungary', 11.47133144), ('Iceland', 15.30999554), ('India', 14.578340099999998), ('Indonesia', 11.12941659), ('Iran', 18.44580534), ('Iraq', 14.84367268), ('Ireland', 16.74250888), ('Israel', 13.18353904), ('Italy', 16.01885689), ('Jamaica', 13.34936337), ('Japan', 12.04650823), ('Jordan', 14.80597552), ('Kazakhstan', 11.11258317), ('Kenya', 12.65742289), ('Kiribati', 11.34962025), ('Kuwait', 14.82875499), ('Kyrgyzstan', 10.90447833), ('Laos', 12.45882617), ('Latin America and Caribbean', 13.28518235), ('Latvia', 11.45276546), ('Lebanon', 16.76555856), ('Lesotho', 13.88832992), ('Liberia', 12.70895508), ('Libya', 14.95075317), ('Lithuania', 12.14959093), ('Low SDI', 13.75747408), ('Low-middle SDI', 13.57095182), ('Luxembourg', 15.82730838), ('Macedonia', 11.14716055), ('Madagascar', 12.94244631), ('Malawi', 12.54669786), ('Malaysia', 12.87614956), ('Maldives', 11.71328444), ('Mali', 11.09483573), ('Malta', 15.38739178), ('Marshall Islands', 11.29368274), ('Mauritania', 10.97112565), ('Mauritius', 11.83101152), ('Mexico', 11.24883863), ('Micronesia (country)', 11.29505054), ('Middle SDI', 12.07642404), ('Moldova', 11.47644231), ('Mongolia', 11.11988022), ('Montenegro', 11.38894447), ('Morocco', 16.9875338), ('Mozambique', 13.02839807), ('Myanmar', 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('Tonga', 11.13128195), ('Trinidad and Tobago', 14.14023535), ('Tropical Latin America', 15.96387612), ('Tunisia', 15.46776713), ('Turkey', 14.39883626), ('Turkmenistan', 10.60173329), ('Uganda', 13.88384851), ('Ukraine', 12.01569106), ('United Arab Emirates', 12.985515), ('United Kingdom', 15.21382671), ('United States', 18.30431071), ('United States Virgin Islands', 13.91894284), ('Uruguay', 17.4941402), ('Uzbekistan', 10.63706923), ('Vanuatu', 11.33031515), ('Venezuela', 11.00281995), ('Vietnam', 10.38579953), ('Wales', 15.20608772), ('Western Europe', 16.67642179), ('Western Sub-Saharan Africa', 11.88346824), ('World', 13.27309115), ('Yemen', 16.24752402), ('Zambia', 12.44946808), ('Zimbabwe', 10.70934073)]
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11.93298973), ('Caribbean', 13.84329507), ('Central African Republic', 12.52847966), ('Central Asia', 10.74163945), ('Central Europe', 11.07898906), ('Central Europe, Eastern Europe, and Central Asia', 11.35163322), ('Central Latin America', 10.8631089), ('Central Sub-Saharan Africa', 12.35161213), ('Chad', 12.13670868), ('Chile', 18.00337628), ('China', 11.39733557), ('Colombia', 9.625504409), ('Comoros', 12.66536092), ('Congo', 12.2741678), ('Costa Rica', 11.05554876), ("Cote d'Ivoire", 11.33917175), ('Croatia', 11.47674741), ('Cuba', 14.172139999999999), ('Cyprus', 15.295353699999998), ('Czech Republic', 11.36152757), ('Democratic Republic of Congo', 12.36157261), ('Denmark', 15.20988452), ('Djibouti', 12.92327875), ('Dominica', 13.34736067), ('Dominican Republic', 13.79354897), ('East Asia', 11.40060649), ('Eastern Europe', 11.76426092), ('Eastern Sub-Saharan Africa', 13.04058679), ('Ecuador', 13.16929306), ('Egypt', 14.87237139), ('El Salvador', 11.15421783), ('England', 15.10480558), ('Equatorial Guinea', 12.38498753), ('Eritrea', 13.14219267), ('Estonia', 12.11237189), ('Ethiopia', 13.14283151), ('Fiji', 11.26860138), ('Finland', 15.19947877), ('France', 18.36053019), ('Gabon', 12.11904206), ('Gambia', 12.87632545), ('Georgia', 10.62533878), ('Germany', 17.08601202), ('Ghana', 11.24777417), ('Greece', 16.97137764), ('Greenland', 18.88850525), ('Grenada', 13.39079721), ('Guam', 11.3936007), ('Guatemala', 11.40363727), ('Guinea', 11.6697564), ('Guinea-Bissau', 11.74559805), ('Guyana', 14.84643641), ('Haiti', 13.68671578), ('High SDI', 15.74420173), ('High-income', 16.56570409), ('High-income Asia Pacific', 12.22746323), ('High-middle SDI', 12.94294634), ('Honduras', 10.83581472), ('Hungary', 11.4831874), ('Iceland', 15.31906977), ('India', 14.57293018), ('Indonesia', 11.10425185), ('Iran', 18.41754239), ('Iraq', 14.86424871), ('Ireland', 16.72917805), ('Israel', 13.12360566), ('Italy', 16.03008006), ('Jamaica', 13.36079193), ('Japan', 12.0869274), ('Jordan', 14.80128188), ('Kazakhstan', 11.12129161), ('Kenya', 12.65421265), ('Kiribati', 11.34559262), ('Kuwait', 14.83974952), ('Kyrgyzstan', 10.90333669), ('Laos', 12.419564999999999), ('Latin America and Caribbean', 13.24604883), ('Latvia', 11.45754027), ('Lebanon', 16.72888373), ('Lesotho', 13.88637038), ('Liberia', 12.70813718), ('Libya', 14.98324496), ('Lithuania', 12.15150879), ('Low SDI', 13.73277205), ('Low-middle SDI', 13.54203547), ('Luxembourg', 15.833039499999998), ('Macedonia', 11.14514949), ('Madagascar', 12.95233282), ('Malawi', 12.5758552), ('Malaysia', 12.86970882), ('Maldives', 11.68662788), ('Mali', 11.11003883), ('Malta', 15.41195154), ('Marshall Islands', 11.27742617), ('Mauritania', 10.99702431), ('Mauritius', 11.80360278), ('Mexico', 11.26254944), ('Micronesia (country)', 11.27987957), ('Middle SDI', 12.06363026), ('Moldova', 11.47262711), ('Mongolia', 11.11696537), ('Montenegro', 11.37715002), ('Morocco', 16.91406701), ('Mozambique', 13.02791512), ('Myanmar', 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[('Afghanistan', 16.96302255), ('Albania', 11.04317255), ('Algeria', 15.01159706), ('American Samoa', 11.00426893), ('Andean Latin America', 12.78711135), ('Andorra', 15.86184049), ('Angola', 12.32294585), ('Antigua and Barbuda', 13.39239094), ('Argentina', 17.59874775), ('Armenia', 10.57489953), ('Australasia', 19.35432947), ('Australia', 19.21619405), ('Austria', 15.60071603), ('Azerbaijan', 10.41648516), ('Bahamas', 13.49120068), ('Bahrain', 14.81627383), ('Bangladesh', 13.28903163), ('Barbados', 13.6026348), ('Belarus', 12.08195744), ('Belgium', 15.65338106), ('Belize', 13.47286976), ('Benin', 11.693028199999999), ('Bermuda', 13.90287959), ('Bhutan', 12.24140941), ('Bolivia', 13.31196751), ('Bosnia and Herzegovina', 11.09141289), ('Botswana', 12.12793237), ('Brazil', 15.79262155), ('Brunei', 11.74390488), ('Bulgaria', 11.37402183), ('Burkina Faso', 11.69866487), ('Burundi', 13.31775657), ('Cambodia', 11.86483359), ('Cameroon', 11.75166617), ('Canada', 15.67775188), ('Cape Verde', 11.94527944), ('Caribbean', 13.83525884), ('Central African Republic', 12.52543399), ('Central Asia', 10.74032131), ('Central Europe', 11.07793467), ('Central Europe, Eastern Europe, and Central Asia', 11.35330022), ('Central Latin America', 10.87214112), ('Central Sub-Saharan Africa', 12.334849499999999), ('Chad', 12.13279508), ('Chile', 18.03206451), ('China', 11.349312699999999), ('Colombia', 9.632960357), ('Comoros', 12.69160245), ('Congo', 12.24803579), ('Costa Rica', 11.063826400000002), ("Cote d'Ivoire", 11.36639947), ('Croatia', 11.47753656), ('Cuba', 14.17651035), ('Cyprus', 15.31440481), ('Czech Republic', 11.35739402), ('Democratic Republic of Congo', 12.338106100000001), ('Denmark', 15.22011944), ('Djibouti', 12.93323532), ('Dominica', 13.36071525), ('Dominican Republic', 13.77695698), ('East Asia', 11.35417594), ('Eastern Europe', 11.77542009), ('Eastern Sub-Saharan Africa', 13.03665488), ('Ecuador', 13.17278014), ('Egypt', 14.85395534), ('El Salvador', 11.16447313), ('England', 15.11067396), ('Equatorial Guinea', 12.39682448), ('Eritrea', 13.15261887), ('Estonia', 12.09143264), ('Ethiopia', 13.13708633), ('Fiji', 11.26542022), ('Finland', 15.17243141), ('France', 18.31508867), ('Gabon', 12.11815789), ('Gambia', 12.89069875), ('Georgia', 10.62417976), ('Germany', 17.10398727), ('Ghana', 11.26053647), ('Greece', 16.94804923), ('Greenland', 18.84740954), ('Grenada', 13.39492198), ('Guam', 11.38931274), ('Guatemala', 11.38034381), ('Guinea', 11.66951167), ('Guinea-Bissau', 11.74603891), ('Guyana', 14.81224657), ('Haiti', 13.66708124), ('High SDI', 15.76582463), ('High-income', 16.58878473), ('High-income Asia Pacific', 12.26919107), ('High-middle SDI', 12.92406777), ('Honduras', 10.84039681), ('Hungary', 11.49333065), ('Iceland', 15.32941138), ('India', 14.57455363), ('Indonesia', 11.0848362), ('Iran', 18.37477299), ('Iraq', 14.88806445), ('Ireland', 16.71311162), ('Israel', 13.06232688), ('Italy', 16.03737831), ('Jamaica', 13.37008289), ('Japan', 12.12948742), ('Jordan', 14.80317577), ('Kazakhstan', 11.12340044), ('Kenya', 12.65522997), ('Kiribati', 11.34281384), ('Kuwait', 14.84669463), ('Kyrgyzstan', 10.90026083), ('Laos', 12.38845661), ('Latin America and Caribbean', 13.20807069), ('Latvia', 11.46447251), ('Lebanon', 16.69713438), ('Lesotho', 13.88127814), ('Liberia', 12.71138902), ('Libya', 15.01543172), ('Lithuania', 12.15796108), ('Low SDI', 13.71076578), ('Low-middle SDI', 13.51480553), ('Luxembourg', 15.83891198), ('Macedonia', 11.14472764), ('Madagascar', 12.955444199999999), ('Malawi', 12.62239116), ('Malaysia', 12.86586099), ('Maldives', 11.6660741), ('Mali', 11.13135319), ('Malta', 15.44068507), ('Marshall Islands', 11.26795078), ('Mauritania', 11.02407465), ('Mauritius', 11.77589263), ('Mexico', 11.27734572), ('Micronesia (country)', 11.27620695), ('Middle SDI', 12.05362494), ('Moldova', 11.47204216), ('Mongolia', 11.10974161), ('Montenegro', 11.36457134), ('Morocco', 16.83955197), ('Mozambique', 13.03402798), ('Myanmar', 10.75678611), ('Namibia', 11.47981766), ('Nepal', 13.00299634), ('Netherlands', 17.39198137), ('New Zealand', 20.07796042), ('Nicaragua', 11.00770166), ('Niger', 11.98280649), ('Nigeria', 12.03532903), ('North Africa and Middle East', 15.76453694), ('North America', 18.0854826), ('North Korea', 11.63719877), ('Northern Ireland', 18.45449437), ('Northern Mariana Islands', 11.00313247), ('Norway', 17.44120257), ('Oceania', 11.42883974), ('Oman', 14.48148729), ('Pakistan', 12.428950500000001), ('Palestine', 16.09246773), ('Panama', 10.84318046), ('Papua New Guinea', 11.46752376), ('Paraguay', 15.41172376), ('Peru', 12.42968215), ('Philippines', 11.21610424), ('Poland', 10.82358254), ('Portugal', 16.54852173), ('Puerto Rico', 13.50608769), ('Qatar', 14.70538057), ('Romania', 10.80038069), ('Russia', 11.68737421), ('Rwanda', 13.206261600000001), ('Saint Lucia', 13.51260182), ('Saint Vincent and the Grenadines', 13.38006202), ('Samoa', 11.08998763), ('Sao Tome and Principe', 11.2637118), ('Saudi Arabia', 14.32870148), ('Scotland', 15.09166848), ('Senegal', 11.24629095), ('Serbia', 11.30709206), ('Seychelles', 11.073687300000001), ('Sierra Leone', 11.79165668), ('Singapore', 12.81709577), ('Slovakia', 11.1766752), ('Slovenia', 11.73401618), ('Solomon Islands', 11.50176167), ('Somalia', 13.43980578), ('South Africa', 12.69554577), ('South Asia', 14.14478189), ('South Korea', 12.55000474), ('South Sudan', 12.86651345), ('Southeast Asia', 11.16085472), ('Southeast Asia, East Asia, and Oceania', 11.3252282), ('Southern Latin America', 17.71580083), ('Southern Sub-Saharan Africa', 12.31743926), ('Spain', 17.80454817), ('Sri Lanka', 11.74478956), ('Sub-Saharan Africa', 12.3589356), ('Sudan', 16.21379206), ('Suriname', 14.68237175), ('Swaziland', 12.000217999999998), ('Sweden', 17.05990517), ('Switzerland', 16.11898788), ('Syria', 15.1725894), ('Taiwan', 11.3388338), ('Tajikistan', 10.65909441), ('Tanzania', 12.85777367), ('Thailand', 11.57832474), ('Timor', 12.16446983), ('Togo', 11.64411736), ('Tonga', 11.12070429), ('Trinidad and Tobago', 14.13376015), ('Tropical Latin America', 15.78062659), ('Tunisia', 15.46527405), ('Turkey', 14.35562438), ('Turkmenistan', 10.6132007), ('Uganda', 13.79020212), ('Ukraine', 11.99350866), ('United Arab Emirates', 12.97799316), ('United Kingdom', 15.21645503), ('United States', 18.34744604), ('United States Virgin Islands', 13.89217659), ('Uruguay', 17.55746782), ('Uzbekistan', 10.62503286), ('Vanuatu', 11.31835322), ('Venezuela', 11.00337382), ('Vietnam', 10.34682823), ('Wales', 15.24882039), ('Western Europe', 16.66972185), ('Western Sub-Saharan Africa', 11.80222319), ('World', 13.24572917), ('Yemen', 16.29606734), ('Zambia', 12.52886108), ('Zimbabwe', 10.74069569)]

import pandas as pd
import numpy as np
from pyecharts.charts import Geo
from pyecharts import options as opts
from pyecharts.globals import ChartType, SymbolType,ThemeType
from pyecharts.charts import Bar,Tab,Line,Map,Timeline

def timeline_map() -> Timeline:
    tl = Timeline()
    for i in range(2014,2018):
        map0 = (
            Map()
            .add(
                "女性患病率",list(zip(list(df.Country),list(df["{}年".format(i)]))),"world",is_map_symbol_show = False
            )
            .set_global_opts(
                title_opts=opts.TitleOpts(title="{}年女性患病率".format(i),subtitle="",
                                          subtitle_textstyle_opts=opts.TextStyleOpts(color="red",font_size=18,font_style="italic")),
                visualmap_opts=opts.VisualMapOpts(min_= 10,max_=20)
            
            )
        )
        tl.add(map0,"{}年".format(i))
    return tl
timeline_map().render_notebook()

女性心理健康患病率在国家和地区间的分布大致同男性的差不多。经济较发达的欧洲、美洲及大洋洲的心理健康患病率的比例较高
且四年间的变化趋势也趋于稳定，这与经济和社会发展水平有着密切联系，随着社会医疗保障体系的完善，心理健康患病率正趋于稳定和下降趋势。

import plotly as py

py.offline.init_notebook_mode()

中国男女性心理健康患病率¶

import pandas as pd
df = pd.read_csv('data_1.csv',encoding='gbk')

df.head(2)

list(df.iloc[0])[1:]

[11.420508900000002,
 11.438862400000001,
 11.45276503,
 11.45478285,
 11.44778355,
 11.43866391,
 11.42679288,
 11.41214671,
 11.39474934,
 11.37474847,
 11.35249761]

list(df.iloc[1])[1:]

[11.63266274,
 11.63211239,
 11.62820258,
 11.61166116,
 11.58564658,
 11.55636216,
 11.52244813,
 11.48426535,
 11.44172054,
 11.39733557,
 11.349312699999999]

list(df.set_index('指标').columns)

['2007年',
 '2008年',
 '2009年',
 '2010年',
 '2011年',
 '2012年',
 '2013年',
 '2014年',
 '2015年',
 '2016年',
 '2017年']

for i in range(2007,2017):
    print(list(zip(list(df.指标),list(df["{}年".format(i)]))))

[('CHNmales', 11.420508900000002), ('CHNfemales', 11.63266274), ('USmales', 16.49849931), ('USfemales', 18.50814858)]
[('CHNmales', 11.438862400000001), ('CHNfemales', 11.63211239), ('USmales', 16.42848063), ('USfemales', 18.42452656)]
[('CHNmales', 11.45276503), ('CHNfemales', 11.62820258), ('USmales', 16.36642072), ('USfemales', 18.34763062)]
[('CHNmales', 11.45478285), ('CHNfemales', 11.61166116), ('USmales', 16.33290129), ('USfemales', 18.30838166)]
[('CHNmales', 11.44778355), ('CHNfemales', 11.58564658), ('USmales', 16.32155897), ('USfemales', 18.29714292)]
[('CHNmales', 11.43866391), ('CHNfemales', 11.55636216), ('USmales', 16.30975748), ('USfemales', 18.28951618)]
[('CHNmales', 11.42679288), ('CHNfemales', 11.52244813), ('USmales', 16.29818911), ('USfemales', 18.28964709)]
[('CHNmales', 11.41214671), ('CHNfemales', 11.48426535), ('USmales', 16.28818571), ('USfemales', 18.29373474)]
[('CHNmales', 11.39474934), ('CHNfemales', 11.44172054), ('USmales', 16.27814981), ('USfemales', 18.30431071)]
[('CHNmales', 11.37474847), ('CHNfemales', 11.39733557), ('USmales', 16.27053323), ('USfemales', 18.321319100000004)]

from pyecharts.faker import Faker
from pyecharts import options as opts
from pyecharts.charts import Bar, Page, Pie, Timeline


def timeline_bar() -> Timeline:
    x = list(df.set_index('指标').columns)
    tl = Timeline()
    for i in range(2007, 2017):
        bar = (
            Bar()
            .add_xaxis(x)
            .add_yaxis("男性", list(df.iloc[0])[1:])
            .add_yaxis("女性", list(df.iloc[1])[1:])
            .set_global_opts(title_opts=opts.TitleOpts("中国男女性心理健康障碍患病率".format(i)))
        )
        tl.add(bar, "{}年".format(i))
    return tl

tl = timeline_bar()
tl.render_notebook()

由我们国家2007年到2017年男女性心理健康患病率对比可知，女性虽还是比男性患病率比率高一点点，但两者已经不断趋平，且总体上患病率也逐年下降。这说明，我们国家的医疗普及水平，以及对心理健康的关怀程度不断提升，让国民心理健康得到更多保障。¶

中美男女性心理健康患病率比较¶

import pandas as pd
df = pd.read_csv("data_1.csv",encoding='ANSI')

df.head(4)

list(df.iloc[0])[1:]

[11.420508900000002,
 11.438862400000001,
 11.45276503,
 11.45478285,
 11.44778355,
 11.43866391,
 11.42679288,
 11.41214671,
 11.39474934,
 11.37474847,
 11.35249761]

list(df.iloc[1])[1:]

[11.63266274,
 11.63211239,
 11.62820258,
 11.61166116,
 11.58564658,
 11.55636216,
 11.52244813,
 11.48426535,
 11.44172054,
 11.39733557,
 11.349312699999999]

list(df.iloc[2])[1:]

[16.49849931,
 16.42848063,
 16.36642072,
 16.33290129,
 16.32155897,
 16.30975748,
 16.29818911,
 16.28818571,
 16.27814981,
 16.27053323,
 16.26387429]

list(df.iloc[3])[1:]

[18.50814858,
 18.42452656,
 18.34763062,
 18.30838166,
 18.29714292,
 18.28951618,
 18.28964709,
 18.29373474,
 18.30431071,
 18.321319100000004,
 18.34744604]

list(df.set_index('指标').columns)

['2007',
 '2008',
 '2009',
 '2010',
 '2011',
 '2012',
 '2013',
 '2014',
 '2015',
 '2016',
 '2017']

from pyecharts import options as opts
from pyecharts.charts import Bar, Grid, Line,Scatter


def grid_vertical() -> Grid:
    bar = (
        Bar()
        .add_xaxis(list(df.set_index('指标').columns))
        .add_yaxis("中国男性", list(df.iloc[0])[1:])
        .add_yaxis("中国女性", list(df.iloc[1])[1:])
        .add_yaxis("美国男性", list(df.iloc[2])[1:])
        .add_yaxis("美国女性", list(df.iloc[3])[1:])
        .set_global_opts(title_opts=opts.TitleOpts(title="对比图1"))
    )
    line = (
        Line()
        .add_xaxis(list(df.set_index('指标').columns))
        .add_yaxis("中国男性", list(df.iloc[0])[1:])
        .add_yaxis("中国女性", list(df.iloc[1])[1:])
        .add_yaxis("美国男性", list(df.iloc[2])[1:])
        .add_yaxis("美国女性", list(df.iloc[3])[1:])
        .set_global_opts(
            title_opts=opts.TitleOpts(title="对比图2", pos_top="60%"),
            legend_opts=opts.LegendOpts(pos_top="60%"),
        )
    )

    grid = (
        Grid()
        .add(bar, grid_opts=opts.GridOpts(pos_bottom="60%"))
        .add(line, grid_opts=opts.GridOpts(pos_top="60%"))
    )
    return grid
grid_vertical().render_notebook()

由中美心理健康患病率对比图可知，美国男女性的心理健康患病率远高于中国男女性。这或许与国家的福利制度、经济发展水平有着密切的联系。且美国女性的心理健康患病比例逐年与美国男性的比例拉大，而相反中国以及逐渐趋平甚至降低。综上，我们发现在大多数国家中，这种疾病在女性中比在男性中更为常见，这种情况因疾病类型而异：平均而言，抑郁症，焦虑症，进食障碍和躁郁症在女性中更为普遍。精神分裂症患病率的性别差异在各个国家参差不齐，但在男性中通常更为常见。酒精和药物滥用疾病在男性中更为常见。国家对国民的心理健康关注程度刻不容缓。¶

	Country	Year	males	females
0	Afghanistan	2017	16.674168	16.963023
1	Albania	2017	10.646518	11.043173
2	Algeria	2017	14.063803	15.011597
3	American Samoa	2017	10.687930	11.004269
4	Andean Latin America	2017	11.973561	12.787111
5	Andorra	2017	13.610023	15.861840
6	Angola	2017	12.436696	12.322946
7	Antigua and Barbuda	2017	13.008220	13.392391
8	Argentina	2017	13.698439	17.598748
9	Armenia	2017	10.679067	10.574900
10	Australasia	2017	17.426564	19.354329
11	Australia	2017	17.468624	19.216194
12	Austria	2017	13.064812	15.600716
13	Azerbaijan	2017	10.361989	10.416485
14	Bahamas	2017	13.153293	13.491201
15	Bahrain	2017	13.914962	14.816274
16	Bangladesh	2017	11.611247	13.289032
17	Barbados	2017	13.461973	13.602635
18	Belarus	2017	11.972856	12.081957
19	Belgium	2017	14.329592	15.653381
20	Belize	2017	13.388840	13.472870
21	Benin	2017	11.889258	11.693028
22	Bermuda	2017	13.511998	13.902880
23	Bhutan	2017	11.614106	12.241409
24	Bolivia	2017	12.167645	13.311968
25	Bosnia and Herzegovina	2017	10.809952	11.091413
26	Botswana	2017	12.967178	12.127932
27	Brazil	2017	13.092926	15.792622
28	Brunei	2017	11.163510	11.743905
29	Bulgaria	2017	11.055337	11.374022
...	...	...	...	...
201	Taiwan	2017	11.624662	11.338834
202	Tajikistan	2017	10.649450	10.659094
203	Tanzania	2017	11.855598	12.857774
204	Thailand	2017	11.918767	11.578325
205	Timor	2017	11.094804	12.164470
206	Togo	2017	11.846319	11.644117
207	Tonga	2017	10.756314	11.120704
208	Trinidad and Tobago	2017	13.899191	14.133760
209	Tropical Latin America	2017	13.087586	15.780627
210	Tunisia	2017	15.052460	15.465274
211	Turkey	2017	14.196733	14.355624
212	Turkmenistan	2017	10.608665	10.613201
213	Uganda	2017	12.976859	13.790202
214	Ukraine	2017	12.075127	11.993509
215	United Arab Emirates	2017	12.324823	12.977993
216	United Kingdom	2017	14.033962	15.216455
217	United States	2017	16.263874	18.347446
218	United States Virgin Islands	2017	13.632595	13.892177
219	Uruguay	2017	13.775042	17.557468
220	Uzbekistan	2017	10.731370	10.625033
221	Vanuatu	2017	11.085659	11.318353
222	Venezuela	2017	11.181886	11.003374
223	Vietnam	2017	8.988939	10.346828
224	Wales	2017	13.805811	15.248820
225	Western Europe	2017	13.861182	16.669722
226	Western Sub-Saharan Africa	2017	11.801576	11.802223
227	World	2017	12.581199	13.245729
228	Yemen	2017	15.514807	16.296067
229	Zambia	2017	12.047292	12.528861
230	Zimbabwe	2017	12.561063	10.740696

	Country	2014年	2015年	2016年	2017年
0	Afghanistan	16.753068	16.753068	16.710216	16.674168
1	Albania	10.648345	10.648345	10.646706	10.646518
2	Algeria	14.040733	14.040733	14.052904	14.063803
3	American Samoa	10.692175	10.692175	10.690777	10.687930
4	Andean Latin America	11.960583	11.960583	11.966371	11.973561
5	Andorra	13.604457	13.604457	13.606560	13.610023
6	Angola	12.432163	12.432163	12.426484	12.436696
7	Antigua and Barbuda	12.985714	12.985714	12.997266	13.008220
8	Argentina	13.693613	13.693613	13.694336	13.698439
9	Armenia	10.668466	10.668466	10.673325	10.679067
10	Australasia	17.482444	17.482444	17.455354	17.426564
11	Australia	17.541716	17.541716	17.506214	17.468624
12	Austria	13.056921	13.056921	13.061996	13.064812
13	Azerbaijan	10.346065	10.346065	10.352749	10.361989
14	Bahamas	13.139873	13.139873	13.146737	13.153293
15	Bahrain	13.935663	13.935663	13.926110	13.914962
16	Bangladesh	11.683577	11.683577	11.647271	11.611247
17	Barbados	13.450219	13.450219	13.455483	13.461973
18	Belarus	11.990550	11.990550	11.980922	11.972856
19	Belgium	14.316352	14.316352	14.320781	14.329592
20	Belize	13.380601	13.380601	13.384853	13.388840
21	Benin	11.894483	11.894483	11.890957	11.889258
22	Bermuda	13.511195	13.511195	13.513414	13.511998
23	Bhutan	11.611875	11.611875	11.612839	11.614106
24	Bolivia	12.151095	12.151095	12.159193	12.167645
25	Bosnia and Herzegovina	10.814691	10.814691	10.807901	10.809952
26	Botswana	12.962635	12.962635	12.960634	12.967178
27	Brazil	13.137667	13.137667	13.112796	13.092926
28	Brunei	11.146618	11.146618	11.156479	11.163510
29	Bulgaria	11.049463	11.049463	11.050733	11.055337
...	...	...	...	...	...
201	Taiwan	11.640860	11.640860	11.633695	11.624662
202	Tajikistan	10.677559	10.677559	10.664176	10.649450
203	Tanzania	11.830207	11.830207	11.840556	11.855598
204	Thailand	11.985698	11.985698	11.950009	11.918767
205	Timor	11.166420	11.166420	11.129563	11.094804
206	Togo	11.843465	11.843465	11.845105	11.846319
207	Tonga	10.763040	10.763040	10.757886	10.756314
208	Trinidad and Tobago	13.899670	13.899670	13.896499	13.899191
209	Tropical Latin America	13.131173	13.131173	13.106959	13.087586
210	Tunisia	15.063216	15.063216	15.057527	15.052460
211	Turkey	14.232132	14.232132	14.216167	14.196733
212	Turkmenistan	10.598564	10.598564	10.604102	10.608665
213	Uganda	13.008787	13.008787	12.994770	12.976859
214	Ukraine	12.079771	12.079771	12.080820	12.075127
215	United Arab Emirates	12.306707	12.306707	12.319466	12.324823
216	United Kingdom	14.022247	14.022247	14.027517	14.033962
217	United States	16.278150	16.278150	16.270533	16.263874
218	United States Virgin Islands	13.632367	13.632367	13.632504	13.632595
219	Uruguay	13.759703	13.759703	13.762565	13.775042
220	Uzbekistan	10.752260	10.752260	10.744390	10.731370
221	Vanuatu	11.103429	11.103429	11.095058	11.085659
222	Venezuela	11.186214	11.186214	11.184497	11.181886
223	Vietnam	8.966948	8.966948	8.973221	8.988939
224	Wales	13.772225	13.772225	13.784068	13.805811
225	Western Europe	13.871859	13.871859	13.864468	13.861182
226	Western Sub-Saharan Africa	11.843181	11.843181	11.824578	11.801576
227	World	12.595280	12.595280	12.588114	12.581199
228	Yemen	15.410116	15.410116	15.458473	15.514807
229	Zambia	11.994085	11.994085	12.016855	12.047292
230	Zimbabwe	12.529954	12.529954	12.546594	12.561063

	Country	2014年	2015年	2016年	2017年
0	Afghanistan	17.085561	17.041232	17.002182	16.963023
1	Albania	11.065094	11.058989	11.045554	11.043173
2	Algeria	14.980180	14.986809	14.994890	15.011597
3	American Samoa	11.007858	11.007287	11.002724	11.004269
4	Andean Latin America	12.789837	12.789660	12.788287	12.787111
5	Andorra	15.846479	15.850925	15.855442	15.861840
6	Angola	12.328792	12.327245	12.322599	12.322946
7	Antigua and Barbuda	13.368135	13.375635	13.381903	13.392391
8	Argentina	17.564053	17.573386	17.583533	17.598748
9	Armenia	10.547196	10.553468	10.564378	10.574900
10	Australasia	19.471482	19.436418	19.395227	19.354329
11	Australia	19.352941	19.311627	19.264186	19.216194
12	Austria	15.589555	15.589782	15.591026	15.600716
13	Azerbaijan	10.368040	10.377675	10.396507	10.416485
14	Bahamas	13.478457	13.481507	13.487294	13.491201
15	Bahrain	14.850438	14.833887	14.822228	14.816274
16	Bangladesh	13.467970	13.408453	13.348796	13.289032
17	Barbados	13.590267	13.596185	13.596342	13.602635
18	Belarus	12.098269	12.091812	12.087286	12.081957
19	Belgium	15.630786	15.639846	15.643901	15.653381
20	Belize	13.461596	13.465908	13.468690	13.472870
21	Benin	11.688219	11.691759	11.690371	11.693028
22	Bermuda	13.915670	13.910826	13.907828	13.902880
23	Bhutan	12.208802	12.216368	12.229395	12.241409
24	Bolivia	13.346936	13.339368	13.324520	13.311968
25	Bosnia and Herzegovina	11.109441	11.103246	11.093431	11.091413
26	Botswana	12.137819	12.132886	12.128188	12.127932
27	Brazil	16.073385	15.980628	15.886907	15.792622
28	Brunei	11.705006	11.713503	11.730316	11.743905
29	Bulgaria	11.379093	11.377511	11.372656	11.374022
...	...	...	...	...	...
201	Taiwan	11.352653	11.348627	11.344796	11.338834
202	Tajikistan	10.688414	10.676713	10.667650	10.659094
203	Tanzania	12.824194	12.834891	12.845311	12.857774
204	Thailand	11.622408	11.602588	11.589454	11.578325
205	Timor	12.280247	12.233449	12.188151	12.164470
206	Togo	11.660370	11.654846	11.647139	11.644117
207	Tonga	11.137072	11.131282	11.127248	11.120704
208	Trinidad and Tobago	14.139536	14.140235	14.138539	14.133760
209	Tropical Latin America	16.054149	15.963876	15.872559	15.780627
210	Tunisia	15.474682	15.467767	15.463897	15.465274
211	Turkey	14.424071	14.398836	14.377817	14.355624
212	Turkmenistan	10.598133	10.601733	10.607301	10.613201
213	Uganda	13.930397	13.883849	13.835766	13.790202
214	Ukraine	12.035598	12.015691	12.002457	11.993509
215	United Arab Emirates	12.982289	12.985515	12.981067	12.977993
216	United Kingdom	15.209811	15.213827	15.216007	15.216455
217	United States	18.293735	18.304311	18.321319	18.347446
218	United States Virgin Islands	13.922081	13.918943	13.904578	13.892177
219	Uruguay	17.466979	17.494140	17.524876	17.557468
220	Uzbekistan	10.642068	10.637069	10.630145	10.625033
221	Vanuatu	11.335068	11.330315	11.326689	11.318353
222	Venezuela	10.997758	11.002820	11.002089	11.003374
223	Vietnam	10.413027	10.385800	10.359497	10.346828
224	Wales	15.191740	15.206088	15.227745	15.248820
225	Western Europe	16.679503	16.676422	16.674511	16.669722
226	Western Sub-Saharan Africa	11.918384	11.883468	11.846144	11.802223
227	World	13.288238	13.273091	13.259132	13.245729
228	Yemen	16.230133	16.247524	16.267155	16.296067
229	Zambia	12.421706	12.449468	12.485455	12.528861
230	Zimbabwe	10.698576	10.709341	10.728702	10.740696

	指标	2007年	2008年	2009年	2010年	2011年	2012年	2013年	2014年	2015年	2016年	2017年
0	CHNmales	11.420509	11.438862	11.452765	11.454783	11.447784	11.438664	11.426793	11.412147	11.394749	11.374748	11.352498
1	CHNfemales	11.632663	11.632112	11.628203	11.611661	11.585647	11.556362	11.522448	11.484265	11.441721	11.397336	11.349313